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@@ -122,3 +122,78 @@ YWZBrandon-google_flan-t5-large_temporal_5_clusters_1_full_upsample1000/wikidyk2
 YWZBrandon-google_flan-t5-large_temporal_5_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json filter=lfs diff=lfs merge=lfs -text
 YWZBrandon-google_flan-t5-large_temporal_5_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json filter=lfs diff=lfs merge=lfs -text
 YWZBrandon-google_flan-t5-large_temporal_5_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json filter=lfs diff=lfs merge=lfs -text
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+config=config_t5_base_s10_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_base_t10_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_base_t10_perfect_eval_results.json filter=lfs diff=lfs merge=lfs -text
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+config=config_t5_base_t5_perfect_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_large_t10_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_large_t10_perfect_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_large_t3_eval_results.json filter=lfs diff=lfs merge=lfs -text
+config=config_t5_large_t5_perfect_eval_results.json filter=lfs diff=lfs merge=lfs -text
+train_results-google_flan-t5-large_semantic_3_clusters_0_full_upsample1000/semantic_3_clusters_0_eval.json filter=lfs diff=lfs merge=lfs -text
+train_results-google_flan-t5-large_semantic_3_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json filter=lfs diff=lfs merge=lfs -text
+train_results-google_flan-t5-large_semantic_3_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-semantic_10_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-semantic_3_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-semantic_5_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-temporal_10_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-temporal_3_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text
+wikidyk-scope-clf-deberta-v3-large-temporal_5_clusters-eval-only/per_example_eval.jsonl filter=lfs diff=lfs merge=lfs -text

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,19 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 15.43 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Generality & 21.30 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 10.07 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Portability & 5.33 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 72.11 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Factual & 10.57 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Locality & 28.34 &   &   &   &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+15.43015873015873,21.303196803196805,10.073881673881674,5.331190548581853,72.1079365079365,10.566666666666668,28.336783988957905

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 15.43 & 21.30 & 10.07 & 5.33 & 72.11 & 10.57 & 28.34 \\

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,19 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 11.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Generality & 15.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 8.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Portability & 1.45 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 34.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Factual & 2.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Locality & 21.74 &   &   &   &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+11.0,15.0,8.0,1.4492753623188406,34.0,2.0,21.73913043478261

YWZBrandon-downloaded_models_gemma-3-1b-pt_qa_full_upsample1000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 11.00 & 15.00 & 8.00 & 1.45 & 34.00 & 2.00 & 21.74 \\

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,19 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 64.85 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Generality & 32.56 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 56.52 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Portability & 12.02 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 0.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Locality & 18.12 &   &   &   &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+64.84761904761905,32.55670995670995,56.522222222222226,12.018633540372672,0.0,0.0,18.115942028985508

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 64.85 & 32.56 & 56.52 & 12.02 & 0.00 & 0.00 & 18.12 \\

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,19 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 64.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Generality & 30.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 54.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Portability & 8.70 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 0.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 &   &   &   &   &   &   &   &   &   &   &   \\
+ & Locality & 14.49 &   &   &   &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+64.0,30.0,54.0,8.695652173913043,0.0,0.0,14.492753623188406

YWZBrandon-google_flan-t5-base_ds1000_upsample6000_evalds100/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 64.00 & 30.00 & 54.00 & 8.70 & 0.00 & 0.00 & 14.49 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:978de5ca3b7a38612fd2081a863496b98ada7ed594e6fdc2a2802deed3ef84aa
+size 73908621

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 49.81 & 53.80 & 47.80 & 11.80 & 2.03 & 2.21 & 2.00 & 2.57 & 2.23 & 2.85 & 2.17 & 2.01 \\
+ & Generality & 28.57 & 30.60 & 31.95 & 14.43 & 4.62 & 6.03 & 4.53 & 3.50 & 4.89 & 4.40 & 4.69 & 3.86 \\
+ & Paraphrase & 39.67 & 42.02 & 37.37 & 10.54 & 2.24 & 1.34 & 2.43 & 2.68 & 1.68 & 2.34 & 1.89 & 1.74 \\
+ & Portability & 12.99 & 12.32 & 10.13 & 4.00 & 1.94 & 1.60 & 1.44 & 1.48 & 1.89 & 2.55 & 1.67 & 1.80 \\
+ & Counterfactual & 2.19 & 2.07 & 2.07 & 0.30 & 1.74 & 1.99 & 2.03 & 2.24 & 1.50 & 2.05 & 1.80 & 2.12 \\
+ & Factual & 1.24 & 1.55 & 1.82 & 1.43 & 1.92 & 1.55 & 1.23 & 1.14 & 0.95 & 1.01 & 0.92 & 1.42 \\
+ & Locality & 19.89 & 20.00 & 19.83 & 20.08 & 20.00 & 20.15 & 19.81 & 20.18 & 20.12 & 19.87 & 19.79 & 20.54 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.86 & 2.85 & 3.50 & 3.59 & 2.76 & 3.33 & 2.04 & 2.56 & 2.87 & 1.49 & 2.70 & 1.87 \\
+ & Generality & 5.45 & 5.76 & 3.96 & 4.09 & 4.63 & 4.92 & 4.65 & 5.33 & 3.55 & 5.25 & 3.61 & 3.86 \\
+ & Paraphrase & 2.59 & 3.61 & 3.43 & 3.64 & 2.14 & 3.06 & 2.18 & 2.28 & 1.97 & 1.83 & 1.60 & 2.25 \\
+ & Portability & 3.01 & 1.60 & 3.03 & 2.95 & 2.80 & 1.17 & 1.20 & 2.04 & 1.97 & 2.82 & 1.35 & 0.74 \\
+ & Counterfactual & 2.02 & 0.67 & 1.82 & 2.17 & 2.00 & 2.47 & 2.57 & 1.80 & 1.20 & 2.70 & 0.63 & 0.93 \\
+ & Factual & 1.22 & 1.01 & 1.20 & 0.92 & 1.74 & 0.41 & 1.71 & 1.88 & 1.13 & 0.38 & 0.67 & 1.85 \\
+ & Locality & 19.87 & 20.22 & 19.86 & 20.19 & 19.92 & 19.67 & 20.12 & 20.14 & 20.00 & 20.13 & 19.52 & 20.22 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.05 & 1.55 & 2.63 & 1.51 & 2.78 & 2.00 & 2.10 & 2.21 & 1.94 & 1.56 & 1.75 & 1.09 \\
+ & Generality & 4.94 & 5.68 & 4.28 & 4.63 & 4.70 & 4.35 & 5.85 & 4.13 & 4.66 & 4.38 & 4.16 & 4.16 \\
+ & Paraphrase & 2.73 & 1.83 & 2.03 & 1.53 & 2.55 & 1.79 & 1.87 & 2.74 & 2.16 & 1.99 & 2.45 & 1.75 \\
+ & Portability & 1.64 & 1.85 & 1.20 & 1.89 & 2.31 & 1.79 & 2.40 & 3.00 & 2.09 & 2.88 & 2.00 & 1.29 \\
+ & Counterfactual & 0.83 & 1.45 & 1.68 & 1.40 & 1.99 & 1.48 & 3.46 & 2.64 & 0.94 & 1.45 & 2.61 & 1.41 \\
+ & Factual & 1.68 & 0.56 & 1.15 & 1.32 & 1.41 & 1.32 & 1.92 & 1.62 & 1.05 & 0.87 & 1.09 & 1.43 \\
+ & Locality & 20.20 & 19.86 & 19.91 & 20.11 & 20.00 & 20.05 & 20.05 & 20.00 & 19.72 & 20.11 & 19.63 & 20.47 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 1.90 & 2.27 & 2.02 & 1.17 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 2.62 & 2.43 & 2.10 & 1.37 &   &   &   &   &   &   &   &   \\
+ & Portability & 1.17 & 2.40 & 1.31 & 2.73 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 1.05 & 1.17 & 0.92 & 1.77 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.70 & 0.46 & 0.87 & 0.64 &   &   &   &   &   &   &   &   \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+6.9785830338288095,7.544960236139793,5.935413601043226,2.995691201794828,1.735712348405595,1.215642417432495,18.235294117647058

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 6.98 & 7.54 & 5.94 & 3.00 & 1.74 & 1.22 & 18.24 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 47.58 & 51.32 & 46.73 & 9.09 & 0.00 & 0.00 & 0.00 & 0.32 & 0.28 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 25.81 & 28.95 & 29.17 & 11.21 & 0.99 & 1.42 & 1.39 & 0.96 & 1.14 & 2.21 & 0.92 & 2.16 \\
+ & Paraphrase & 36.09 & 39.80 & 34.52 & 7.88 & 0.00 & 0.00 & 0.00 & 0.32 & 0.28 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 8.24 & 8.18 & 8.86 & 2.09 & 0.00 & 0.00 & 0.00 & 0.45 & 0.41 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 4.23 & 3.62 & 3.27 & 0.61 & 3.62 & 3.42 & 3.89 & 3.85 & 3.12 & 3.43 & 3.06 & 4.33 \\
+ & Factual & 4.03 & 4.61 & 5.06 & 4.24 & 5.59 & 4.84 & 3.61 & 3.85 & 2.84 & 3.19 & 2.75 & 3.90 \\
+ & Locality & 15.06 & 15.00 & 14.77 & 15.06 & 15.00 & 15.21 & 14.72 & 15.25 & 15.04 & 14.81 & 14.89 & 15.48 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.71 & 0.00 & 0.42 & 0.00 & 0.34 & 0.00 & 0.40 & 0.00 & 0.00 \\
+ & Generality & 2.65 & 3.57 & 2.08 & 1.07 & 1.25 & 2.09 & 0.64 & 2.38 & 1.79 & 2.02 & 1.26 & 1.40 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.42 & 0.00 & 0.34 & 0.00 & 0.40 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.44 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 3.61 & 1.34 & 3.65 & 4.64 & 4.06 & 5.02 & 5.14 & 3.06 & 2.69 & 5.65 & 1.26 & 1.87 \\
+ & Factual & 3.61 & 2.68 & 3.65 & 3.21 & 5.31 & 1.26 & 5.14 & 6.12 & 3.28 & 1.21 & 2.93 & 5.61 \\
+ & Locality & 14.81 & 15.17 & 15.07 & 15.02 & 14.94 & 14.75 & 15.04 & 15.17 & 15.11 & 15.09 & 14.38 & 15.44 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.37 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 2.33 & 2.03 & 1.59 & 1.81 & 2.17 & 3.03 & 2.89 & 1.08 & 2.62 & 1.45 & 2.24 & 1.95 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.37 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 1.04 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 1.66 & 2.37 & 3.50 & 2.85 & 3.99 & 3.03 & 5.78 & 4.69 & 1.87 & 2.90 & 5.22 & 2.93 \\
+ & Factual & 4.98 & 1.69 & 3.50 & 4.15 & 3.62 & 3.41 & 5.42 & 4.69 & 3.00 & 2.54 & 2.99 & 3.90 \\
+ & Locality & 15.15 & 14.83 & 14.81 & 15.22 & 14.74 & 15.10 & 15.10 & 15.00 & 14.79 & 14.94 & 14.72 & 15.75 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.24 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Portability & 0.00 & 0.52 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 2.15 & 2.33 & 1.95 & 3.55 &   &   &   &   &   &   &   &   \\
+ & Factual & 2.15 & 1.33 & 2.68 & 2.13 &   &   &   &   &   &   &   &   \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+4.792514239218877,4.754990925589837,3.6615134255492268,0.9294117647058824,3.319772172497966,3.6452400325467855,13.68235294117647

YWZBrandon-google_flan-t5-base_temporal_10_clusters_0_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 4.79 & 4.75 & 3.66 & 0.93 & 3.32 & 3.65 & 13.68 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b8e619c15d74fa219aa8a55d59e11cfaf81296b38ff596c9bf604e623aae5f2
+size 73437544

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.79 & 3.40 & 2.41 & 34.96 & 44.99 & 49.24 & 50.03 & 2.19 & 2.59 & 3.13 & 2.87 & 2.68 \\
+ & Generality & 5.65 & 5.69 & 4.67 & 21.75 & 33.42 & 29.30 & 28.09 & 5.13 & 4.20 & 4.93 & 4.53 & 4.36 \\
+ & Paraphrase & 2.64 & 3.39 & 2.47 & 28.90 & 37.17 & 39.46 & 37.92 & 1.78 & 2.52 & 2.55 & 2.35 & 1.61 \\
+ & Portability & 1.75 & 3.87 & 1.55 & 6.22 & 11.10 & 13.08 & 13.20 & 2.00 & 2.60 & 2.18 & 2.42 & 2.85 \\
+ & Counterfactual & 0.60 & 0.49 & 0.89 & 1.18 & 0.82 & 0.85 & 0.83 & 0.96 & 0.57 & 0.74 & 0.31 & 1.26 \\
+ & Factual & 0.26 & 0.00 & 0.36 & 0.12 & 0.41 & 0.28 & 0.29 & 0.70 & 0.11 & 0.34 & 0.20 & 0.14 \\
+ & Locality & 6.72 & 6.67 & 6.33 & 6.69 & 6.67 & 6.84 & 6.67 & 6.58 & 6.64 & 6.73 & 6.67 & 6.55 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.81 & 4.14 & 4.04 & 3.79 & 2.96 & 3.88 & 1.41 & 2.80 & 3.06 & 1.31 & 2.88 & 2.45 \\
+ & Generality & 5.26 & 4.49 & 3.97 & 5.45 & 5.13 & 4.29 & 3.94 & 4.56 & 3.76 & 4.61 & 3.01 & 4.01 \\
+ & Paraphrase & 2.85 & 3.10 & 3.70 & 3.36 & 2.65 & 2.53 & 1.64 & 2.47 & 3.11 & 2.22 & 2.64 & 1.41 \\
+ & Portability & 2.02 & 2.66 & 2.80 & 3.27 & 2.78 & 3.39 & 1.26 & 2.58 & 1.81 & 2.40 & 2.56 & 1.14 \\
+ & Counterfactual & 0.90 & 0.67 & 0.62 & 0.36 & 0.47 & 0.21 & 0.77 & 0.68 & 0.45 & 0.20 & 1.42 & 0.47 \\
+ & Factual & 0.29 & 0.54 & 0.42 & 0.29 & 0.23 & 0.00 & 0.26 & 0.61 & 0.36 & 0.00 & 0.17 & 0.53 \\
+ & Locality & 6.73 & 6.74 & 6.74 & 6.42 & 6.64 & 6.56 & 6.91 & 6.48 & 6.81 & 6.29 & 7.08 & 6.86 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 1.85 & 2.11 & 2.39 & 2.10 & 1.53 & 2.83 & 3.09 & 1.93 & 2.11 & 1.34 & 2.07 & 0.79 \\
+ & Generality & 4.71 & 3.41 & 3.62 & 4.90 & 7.48 & 4.63 & 5.25 & 4.69 & 3.69 & 3.52 & 4.15 & 3.51 \\
+ & Paraphrase & 3.11 & 1.64 & 2.11 & 2.00 & 1.70 & 2.07 & 1.64 & 1.71 & 2.93 & 2.21 & 2.25 & 1.90 \\
+ & Portability & 1.38 & 1.30 & 2.14 & 1.71 & 2.61 & 1.75 & 2.71 & 2.21 & 1.07 & 1.70 & 1.52 & 0.42 \\
+ & Counterfactual & 0.80 & 0.68 & 0.48 & 0.65 & 0.87 & 0.95 & 0.36 & 0.84 & 0.31 & 0.91 & 0.37 & 1.22 \\
+ & Factual & 0.22 & 0.46 & 0.34 & 0.00 & 0.29 & 0.15 & 0.29 & 0.26 & 0.27 & 0.14 & 0.15 & 0.51 \\
+ & Locality & 6.23 & 6.86 & 6.79 & 6.64 & 6.67 & 6.77 & 6.42 & 6.67 & 6.57 & 6.90 & 6.54 & 6.82 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.65 & 2.41 & 2.51 & 1.71 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 1.95 & 1.95 & 2.08 & 2.28 &   &   &   &   &   &   &   &   \\
+ & Portability & 1.38 & 0.66 & 1.19 & 2.95 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 1.40 & 1.60 & 0.73 & 1.35 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 & 0.11 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Locality & 9.13 & 8.63 & 8.51 & 9.72 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+7.211147925023393,7.454846730225579,6.048737664745408,3.117634541544576,0.7504746406292377,0.25029382515143306,6.8607843137255164

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 7.21 & 7.45 & 6.05 & 3.12 & 0.75 & 0.25 & 6.86 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 31.82 & 40.46 & 45.30 & 48.06 & 0.32 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 2.82 & 1.64 & 1.79 & 19.39 & 28.62 & 25.93 & 25.56 & 2.24 & 1.42 & 2.45 & 0.92 & 1.73 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 24.55 & 33.55 & 35.33 & 33.61 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 3.77 & 5.45 & 9.13 & 10.57 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 1.21 & 0.99 & 1.79 & 2.42 & 1.64 & 1.71 & 1.39 & 1.92 & 1.14 & 1.47 & 0.61 & 2.60 \\
+ & Factual & 0.60 & 0.00 & 0.89 & 0.30 & 0.99 & 0.00 & 0.83 & 1.92 & 0.28 & 0.98 & 0.61 & 0.43 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.26 & 0.00 & 0.31 & 0.84 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 0.96 & 0.89 & 1.56 & 1.79 & 1.25 & 1.67 & 0.64 & 1.36 & 1.49 & 2.42 & 1.26 & 1.40 \\
+ & Paraphrase & 0.00 & 0.00 & 0.52 & 0.00 & 0.31 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.34 & 0.00 & 0.00 & 0.55 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 1.93 & 1.34 & 1.30 & 0.71 & 0.94 & 0.42 & 1.61 & 1.36 & 0.90 & 0.40 & 2.93 & 0.93 \\
+ & Factual & 0.96 & 1.34 & 1.04 & 0.71 & 0.62 & 0.00 & 0.64 & 1.70 & 0.90 & 0.00 & 0.42 & 1.40 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.38 & 0.00 & 0.36 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 1.99 & 0.68 & 1.91 & 2.33 & 4.35 & 1.89 & 1.81 & 1.81 & 0.75 & 0.36 & 1.87 & 2.44 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.37 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 1.04 & 0.00 & 0.00 & 0.57 & 0.00 & 0.00 \\
+ & Counterfactual & 1.66 & 1.36 & 0.96 & 1.30 & 1.81 & 1.89 & 0.72 & 1.81 & 0.75 & 1.81 & 0.75 & 2.44 \\
+ & Factual & 0.66 & 1.36 & 0.96 & 0.00 & 0.36 & 0.38 & 0.72 & 0.72 & 0.75 & 0.36 & 0.37 & 1.46 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 2.87 & 3.33 & 1.46 & 2.84 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 & 0.33 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Locality & 5.22 & 5.15 & 4.68 & 5.56 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+4.613506916192026,4.528130671506352,3.515052888527258,0.9176470588235295,1.5215622457282343,0.6427990235964198,0.4470588235294118

YWZBrandon-google_flan-t5-base_temporal_10_clusters_1_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 4.61 & 4.53 & 3.52 & 0.92 & 1.52 & 0.64 & 0.45 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9341955e7a3df60ba1799f33a0e926cbe3e9e33eba6eb6d0e0b44c6f3917187c
+size 73560406

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.71 & 3.88 & 1.70 & 1.83 & 2.08 & 2.33 & 5.29 & 49.88 & 45.78 & 45.87 & 25.06 & 3.20 \\
+ & Generality & 5.48 & 6.15 & 5.17 & 4.16 & 4.50 & 4.86 & 5.83 & 29.24 & 29.21 & 29.83 & 12.58 & 4.44 \\
+ & Paraphrase & 2.53 & 3.05 & 2.03 & 1.75 & 2.21 & 2.49 & 3.75 & 38.41 & 35.44 & 35.13 & 20.87 & 2.66 \\
+ & Portability & 1.59 & 2.37 & 1.33 & 1.54 & 2.42 & 1.42 & 2.55 & 10.49 & 11.68 & 10.66 & 6.43 & 1.67 \\
+ & Counterfactual & 4.33 & 4.12 & 2.74 & 3.68 & 4.10 & 2.59 & 3.59 & 4.17 & 3.89 & 3.75 & 3.88 & 5.19 \\
+ & Factual & 3.81 & 2.73 & 4.25 & 4.08 & 2.73 & 2.74 & 1.51 & 3.62 & 4.20 & 4.06 & 2.71 & 3.40 \\
+ & Locality & 6.82 & 6.67 & 6.61 & 6.69 & 6.67 & 6.59 & 6.67 & 6.58 & 6.91 & 6.73 & 6.38 & 6.94 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.24 & 2.06 & 2.13 & 3.71 & 2.34 & 2.18 & 2.24 & 1.46 & 2.66 & 1.34 & 2.07 & 3.17 \\
+ & Generality & 5.83 & 6.27 & 5.13 & 3.98 & 4.87 & 6.68 & 4.51 & 4.52 & 5.82 & 3.51 & 3.88 & 4.26 \\
+ & Paraphrase & 1.88 & 3.14 & 2.37 & 3.23 & 2.81 & 2.16 & 2.44 & 1.52 & 3.40 & 1.62 & 2.23 & 2.04 \\
+ & Portability & 2.22 & 2.71 & 3.04 & 3.70 & 2.97 & 2.22 & 1.28 & 3.08 & 1.81 & 2.83 & 1.80 & 1.57 \\
+ & Counterfactual & 4.25 & 3.68 & 3.65 & 5.54 & 3.17 & 5.68 & 6.72 & 4.15 & 3.98 & 4.79 & 4.85 & 2.10 \\
+ & Factual & 2.46 & 4.27 & 4.50 & 2.35 & 2.59 & 2.33 & 2.76 & 3.60 & 3.24 & 2.25 & 4.54 & 3.87 \\
+ & Locality & 6.73 & 6.18 & 6.85 & 6.73 & 6.64 & 6.56 & 6.64 & 6.79 & 6.52 & 6.71 & 6.62 & 6.86 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.10 & 2.19 & 1.92 & 1.69 & 2.61 & 1.61 & 1.76 & 2.60 & 2.57 & 1.29 & 1.95 & 2.12 \\
+ & Generality & 4.38 & 5.38 & 4.69 & 4.02 & 4.07 & 4.54 & 6.82 & 4.50 & 3.64 & 3.91 & 3.32 & 4.29 \\
+ & Paraphrase & 1.96 & 1.84 & 2.30 & 1.88 & 2.30 & 2.23 & 1.52 & 2.58 & 2.10 & 1.71 & 1.71 & 1.17 \\
+ & Portability & 3.49 & 1.97 & 1.05 & 0.77 & 2.82 & 2.10 & 2.69 & 2.92 & 1.19 & 2.56 & 0.75 & 1.69 \\
+ & Counterfactual & 4.01 & 4.67 & 4.02 & 2.72 & 4.54 & 3.71 & 5.05 & 2.20 & 5.21 & 3.48 & 9.15 & 3.97 \\
+ & Factual & 4.37 & 3.15 & 1.59 & 2.22 & 3.11 & 3.50 & 2.48 & 5.05 & 4.44 & 4.66 & 5.33 & 1.25 \\
+ & Locality & 6.57 & 6.54 & 6.79 & 6.64 & 7.02 & 6.42 & 6.77 & 6.67 & 6.57 & 6.90 & 6.54 & 6.30 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.68 & 1.86 & 1.71 & 2.62 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 1.62 & 1.30 & 1.45 & 2.31 &   &   &   &   &   &   &   &   \\
+ & Portability & 1.61 & 1.91 & 1.83 & 3.38 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 4.88 & 5.58 & 6.37 & 2.34 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.31 & 1.19 & 0.79 & 0.71 &   &   &   &   &   &   &   &   \\
+ & Locality & 3.48 & 3.44 & 3.12 & 3.70 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+6.839305902221711,7.463764838241582,5.667251131602701,3.023811547929196,4.265333798287419,3.0528110349102997,6.380392156862761

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 6.84 & 7.46 & 5.67 & 3.02 & 4.27 & 3.05 & 6.38 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 2.78 & 47.12 & 41.76 & 42.16 & 20.80 & 0.00 \\
+ & Generality & 2.22 & 2.30 & 1.19 & 1.52 & 1.32 & 1.42 & 3.61 & 25.32 & 26.42 & 27.21 & 9.79 & 3.03 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 1.39 & 37.18 & 30.40 & 29.90 & 17.13 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 8.07 & 7.72 & 7.07 & 3.40 & 0.00 \\
+ & Counterfactual & 4.84 & 5.26 & 3.57 & 5.15 & 5.92 & 3.42 & 4.17 & 4.17 & 4.83 & 4.66 & 4.28 & 6.49 \\
+ & Factual & 0.40 & 0.33 & 0.30 & 1.52 & 0.33 & 0.57 & 1.39 & 0.32 & 0.85 & 0.49 & 0.92 & 1.30 \\
+ & Locality & 5.11 & 5.00 & 5.06 & 5.02 & 5.00 & 4.94 & 4.91 & 4.93 & 5.28 & 5.05 & 4.68 & 5.36 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 1.93 & 2.23 & 3.39 & 1.43 & 1.88 & 2.93 & 0.32 & 1.36 & 2.39 & 0.81 & 2.51 & 1.87 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.42 & 0.00 & 0.34 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.55 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 5.30 & 4.02 & 4.43 & 6.79 & 3.75 & 7.53 & 8.04 & 5.10 & 5.37 & 6.05 & 6.28 & 2.80 \\
+ & Factual & 0.96 & 0.89 & 0.26 & 0.71 & 0.31 & 0.84 & 0.64 & 0.68 & 0.90 & 0.81 & 1.26 & 0.47 \\
+ & Locality & 5.05 & 4.49 & 5.14 & 5.16 & 4.98 & 4.92 & 4.88 & 5.21 & 4.89 & 5.03 & 4.79 & 5.15 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.00 & 0.36 & 0.00 & 0.36 & 0.00 & 0.00 \\
+ & Generality & 1.00 & 2.37 & 2.55 & 1.81 & 2.54 & 1.89 & 4.33 & 2.17 & 1.12 & 1.81 & 0.37 & 3.41 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.38 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 1.56 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 4.98 & 5.76 & 4.78 & 3.11 & 5.80 & 4.55 & 5.05 & 3.25 & 5.99 & 4.35 & 10.82 & 4.88 \\
+ & Factual & 1.33 & 0.34 & 0.00 & 0.52 & 0.72 & 0.00 & 1.08 & 0.00 & 1.12 & 1.09 & 0.37 & 0.98 \\
+ & Locality & 5.05 & 4.78 & 5.09 & 5.07 & 5.26 & 4.69 & 5.21 & 5.00 & 4.93 & 5.17 & 4.91 & 4.72 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Portability & 0.00 & 0.52 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 6.22 & 7.00 & 6.81 & 3.55 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.24 & 0.67 & 0.24 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+4.450772986167616,4.627949183303085,3.336045565500407,0.8352941176470589,5.207485760781123,0.6427990235964198,4.564705882352941

YWZBrandon-google_flan-t5-base_temporal_10_clusters_2_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 4.45 & 4.63 & 3.34 & 0.84 & 5.21 & 0.64 & 4.56 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e033d627262f5be5d39b6148fbadb2593e05a7aa2483a3ab1d019e7dc863c6f
+size 73652993

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.92 & 3.48 & 2.61 & 2.66 & 2.01 & 2.05 & 2.54 & 1.78 & 3.60 & 2.72 & 32.85 & 52.74 \\
+ & Generality & 5.07 & 7.20 & 4.58 & 3.37 & 5.73 & 6.50 & 4.83 & 4.91 & 5.54 & 5.28 & 21.32 & 33.52 \\
+ & Paraphrase & 3.26 & 3.09 & 2.29 & 2.38 & 2.23 & 2.00 & 1.97 & 1.98 & 1.80 & 2.52 & 24.66 & 40.25 \\
+ & Portability & 1.88 & 1.18 & 1.32 & 1.51 & 2.06 & 1.47 & 2.00 & 1.87 & 1.24 & 2.48 & 5.39 & 9.05 \\
+ & Counterfactual & 27.33 & 24.63 & 28.37 & 26.72 & 25.74 & 28.52 & 27.11 & 25.79 & 29.82 & 25.73 & 26.76 & 25.36 \\
+ & Factual & 0.07 & 0.08 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 50.68 & 45.34 & 22.09 & 3.78 & 2.69 & 2.14 & 1.85 & 2.33 & 2.13 & 2.03 & 2.47 & 2.05 \\
+ & Generality & 29.01 & 35.40 & 16.54 & 4.85 & 4.28 & 5.68 & 5.29 & 5.76 & 5.81 & 4.16 & 4.15 & 2.23 \\
+ & Paraphrase & 42.62 & 32.70 & 18.64 & 3.51 & 2.82 & 3.20 & 1.29 & 2.04 & 2.70 & 2.26 & 2.96 & 2.38 \\
+ & Portability & 9.46 & 9.90 & 3.92 & 2.89 & 1.53 & 1.97 & 1.30 & 1.46 & 1.55 & 2.07 & 1.44 & 1.21 \\
+ & Counterfactual & 25.43 & 24.52 & 23.91 & 27.55 & 26.17 & 26.90 & 25.53 & 26.79 & 25.27 & 26.18 & 25.57 & 23.47 \\
+ & Factual & 0.00 & 0.00 & 0.00 & 0.09 & 0.08 & 0.14 & 0.00 & 0.00 & 0.10 & 0.13 & 0.00 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.71 & 1.78 & 1.59 & 2.16 & 2.04 & 2.87 & 1.80 & 2.38 & 2.51 & 2.79 & 2.50 & 0.64 \\
+ & Generality & 5.98 & 5.02 & 5.07 & 4.78 & 5.81 & 5.17 & 5.15 & 5.91 & 4.85 & 3.45 & 4.30 & 5.02 \\
+ & Paraphrase & 2.38 & 1.97 & 0.72 & 2.20 & 2.29 & 2.80 & 2.34 & 2.00 & 2.54 & 2.32 & 2.11 & 1.54 \\
+ & Portability & 2.25 & 2.16 & 0.91 & 1.16 & 1.91 & 1.88 & 2.14 & 2.43 & 1.05 & 0.94 & 1.34 & 2.04 \\
+ & Counterfactual & 26.41 & 26.87 & 25.89 & 24.91 & 25.10 & 25.66 & 25.64 & 25.37 & 22.58 & 24.77 & 25.42 & 25.49 \\
+ & Factual & 0.00 & 0.00 & 0.08 & 0.06 & 0.00 & 0.08 & 0.14 & 0.00 & 0.12 & 0.10 & 0.00 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.60 & 1.96 & 1.94 & 3.33 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 2.09 & 2.10 & 2.14 & 2.08 &   &   &   &   &   &   &   &   \\
+ & Portability & 1.74 & 1.06 & 0.77 & 3.28 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 26.19 & 25.69 & 27.08 & 26.19 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Locality & 1.49 & 1.33 & 1.46 & 1.59 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+7.185247956078722,8.061181818046272,6.035648163843386,2.4489947513786543,26.047617421905468,0.030938819791545585,0.12773109243697478

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 7.19 & 8.06 & 6.04 & 2.45 & 26.05 & 0.03 & 0.13 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.33 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.57 & 0.00 & 29.05 & 51.08 \\
+ & Generality & 2.62 & 3.29 & 1.79 & 1.82 & 1.97 & 2.56 & 2.78 & 1.28 & 1.70 & 2.70 & 18.04 & 30.30 \\
+ & Paraphrase & 0.20 & 0.33 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 19.88 & 40.26 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.45 & 0.00 & 0.00 & 3.40 & 5.95 \\
+ & Counterfactual & 55.04 & 49.67 & 57.14 & 53.94 & 51.97 & 57.83 & 55.00 & 52.56 & 59.94 & 51.23 & 55.05 & 51.08 \\
+ & Factual & 0.00 & 0.33 & 0.00 & 0.00 & 0.33 & 0.00 & 0.28 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 46.75 & 41.96 & 18.49 & 0.36 & 0.00 & 0.84 & 0.00 & 0.68 & 0.00 & 0.81 & 0.00 & 0.00 \\
+ & Generality & 24.58 & 31.25 & 11.20 & 2.50 & 1.88 & 2.51 & 1.93 & 2.38 & 3.28 & 0.81 & 2.51 & 0.93 \\
+ & Paraphrase & 38.80 & 28.12 & 14.58 & 0.36 & 0.31 & 0.00 & 0.00 & 0.00 & 0.00 & 0.81 & 0.00 & 0.00 \\
+ & Portability & 5.05 & 5.06 & 1.71 & 0.47 & 0.00 & 0.55 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 51.08 & 50.00 & 48.18 & 55.71 & 52.81 & 53.56 & 51.77 & 54.42 & 51.04 & 53.63 & 52.72 & 48.13 \\
+ & Factual & 0.00 & 0.00 & 0.00 & 0.36 & 0.31 & 0.84 & 0.00 & 0.00 & 0.60 & 0.40 & 0.42 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.66 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 2.66 & 2.37 & 2.23 & 2.59 & 3.62 & 2.65 & 2.89 & 2.17 & 1.12 & 0.36 & 1.12 & 2.93 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.48 & 0.00 & 0.00 & 0.00 & 0.52 & 0.52 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 53.16 & 54.58 & 51.91 & 50.26 & 50.72 & 51.52 & 51.62 & 51.26 & 45.69 & 50.00 & 51.49 & 51.22 \\
+ & Factual & 0.00 & 0.00 & 0.32 & 0.26 & 0.00 & 0.76 & 0.72 & 0.36 & 0.37 & 0.36 & 0.00 & 0.00 \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.71 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Portability & 0.00 & 0.52 & 0.00 & 1.11 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 52.87 & 51.67 & 54.50 & 53.19 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.00 & 0.33 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+4.7681041497152155,5.027223230490018,3.6126932465419035,0.6470588235294118,52.628152969894224,0.1708706265256306,0.0

YWZBrandon-google_flan-t5-base_temporal_10_clusters_3_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 4.77 & 5.03 & 3.61 & 0.65 & 52.63 & 0.17 & 0.00 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f56a088cbbd8e36eaaf5a68cc198b846005d8e4be78681e2d8f11da5dea66c64
+size 73581719

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 3.05 & 4.06 & 2.08 & 2.36 & 3.10 & 1.77 & 1.94 & 2.30 & 2.20 & 2.26 & 2.30 & 2.11 \\
+ & Generality & 4.99 & 6.70 & 4.76 & 4.19 & 4.81 & 5.11 & 4.34 & 3.67 & 5.25 & 4.57 & 4.35 & 3.64 \\
+ & Paraphrase & 2.79 & 4.16 & 2.04 & 2.43 & 2.85 & 1.53 & 2.70 & 1.55 & 2.31 & 3.26 & 2.29 & 2.66 \\
+ & Portability & 1.81 & 2.70 & 0.93 & 1.32 & 2.32 & 1.97 & 2.70 & 1.94 & 1.76 & 2.36 & 2.13 & 1.22 \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.28 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 0.86 & 0.35 & 1.41 & 0.48 & 0.11 & 0.88 & 0.77 & 0.45 & 0.51 & 0.63 & 0.84 & 0.60 \\
+ & Locality & 6.53 & 6.67 & 6.61 & 6.69 & 6.67 & 6.59 & 6.67 & 7.03 & 6.50 & 6.73 & 6.38 & 6.94 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.57 & 3.21 & 27.98 & 47.82 & 44.21 & 49.14 & 25.04 & 2.81 & 3.18 & 3.56 & 2.31 & 2.32 \\
+ & Generality & 5.13 & 4.24 & 17.63 & 31.56 & 33.01 & 30.21 & 19.02 & 5.47 & 4.11 & 5.71 & 2.70 & 6.17 \\
+ & Paraphrase & 2.30 & 2.26 & 20.63 & 39.56 & 32.78 & 37.84 & 20.62 & 3.75 & 2.57 & 3.21 & 1.80 & 2.24 \\
+ & Portability & 1.85 & 2.31 & 8.57 & 13.36 & 11.85 & 12.53 & 5.76 & 2.01 & 2.14 & 3.38 & 2.57 & 0.66 \\
+ & Counterfactual & 0.24 & 0.00 & 0.00 & 0.00 & 0.00 & 0.17 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 0.62 & 0.11 & 0.55 & 0.36 & 0.08 & 0.89 & 0.21 & 1.18 & 0.19 & 1.01 & 0.94 & 1.14 \\
+ & Locality & 6.73 & 6.74 & 6.51 & 6.73 & 6.64 & 6.56 & 6.64 & 6.79 & 6.52 & 6.71 & 6.62 & 6.86 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.48 & 2.41 & 2.19 & 1.88 & 1.90 & 2.41 & 2.36 & 2.96 & 3.79 & 2.06 & 1.18 & 0.98 \\
+ & Generality & 5.62 & 4.43 & 4.49 & 5.19 & 5.12 & 4.36 & 7.00 & 6.77 & 5.57 & 3.82 & 5.56 & 3.80 \\
+ & Paraphrase & 2.64 & 2.12 & 1.89 & 2.03 & 2.08 & 2.05 & 1.50 & 1.98 & 2.66 & 2.48 & 1.68 & 1.30 \\
+ & Portability & 2.57 & 2.20 & 0.65 & 1.55 & 1.26 & 2.49 & 1.39 & 2.27 & 1.34 & 1.00 & 1.64 & 0.66 \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 0.38 & 0.87 & 0.98 & 0.78 & 0.87 & 1.17 & 0.65 & 1.76 & 0.82 & 0.85 & 1.16 & 1.54 \\
+ & Locality & 6.57 & 7.02 & 6.33 & 6.64 & 7.02 & 6.42 & 6.77 & 6.67 & 6.57 & 6.90 & 6.54 & 6.30 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 2.32 & 1.82 & 2.38 & 2.96 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 2.34 & 1.93 & 1.74 & 2.54 &   &   &   &   &   &   &   &   \\
+ & Portability & 1.27 & 0.67 & 1.18 & 2.55 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Factual & 0.89 & 1.04 & 0.50 & 1.39 &   &   &   &   &   &   &   &   \\
+ & Locality & 2.61 & 2.32 & 2.55 & 2.78 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+6.841539768165921,7.785049103798299,5.7114189715898425,2.957202747271949,0.027664768104149716,0.7462912279836615,6.29411764705885

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_avg_f1_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 6.84 & 7.79 & 5.71 & 2.96 & 0.03 & 0.75 & 6.29 \\

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy.tex

@@ -0,0 +1,78 @@
+% Results for year 2022
+\subsection*{Results for 2022}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 0.00 & 0.00 & 0.33 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Generality & 1.61 & 2.30 & 1.79 & 1.82 & 1.32 & 1.99 & 1.67 & 0.32 & 1.14 & 1.47 & 1.22 & 1.73 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.33 & 0.00 & 0.28 & 0.00 & 0.00 & 0.25 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.41 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 2.42 & 0.99 & 4.17 & 1.21 & 0.33 & 2.28 & 1.94 & 1.28 & 1.42 & 1.96 & 2.45 & 1.73 \\
+ & Locality & 4.83 & 5.00 & 5.06 & 5.02 & 5.00 & 4.94 & 4.91 & 5.38 & 4.88 & 5.05 & 4.68 & 5.36 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2022)}
+\end{table}
+
+% Results for year 2023
+\subsection*{Results for 2023}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.00 & 0.00 & 25.78 & 45.36 & 40.94 & 46.44 & 23.47 & 0.34 & 0.00 & 0.40 & 0.00 & 0.00 \\
+ & Generality & 1.45 & 0.89 & 14.32 & 28.21 & 28.44 & 26.36 & 15.11 & 2.04 & 1.19 & 2.82 & 0.84 & 2.80 \\
+ & Paraphrase & 0.00 & 0.00 & 16.67 & 33.93 & 28.44 & 33.89 & 17.36 & 0.34 & 0.00 & 0.40 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 6.51 & 8.45 & 8.30 & 8.74 & 2.85 & 0.00 & 0.44 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 1.93 & 0.45 & 1.56 & 1.07 & 0.31 & 2.09 & 0.64 & 3.40 & 0.60 & 2.82 & 2.51 & 3.27 \\
+ & Locality & 5.05 & 5.06 & 4.79 & 5.16 & 4.98 & 4.92 & 4.88 & 5.21 & 4.89 & 5.03 & 4.79 & 5.15 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2023)}
+\end{table}
+
+% Results for year 2024
+\subsection*{Results for 2024}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.33 & 0.00 & 0.00 & 0.00 & 0.36 & 0.00 & 0.00 & 0.36 & 0.00 & 0.36 & 0.00 & 0.00 \\
+ & Generality & 2.66 & 1.36 & 2.23 & 2.59 & 2.17 & 3.03 & 3.61 & 2.53 & 1.87 & 0.72 & 2.99 & 2.44 \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Portability & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.52 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 & 0.00 \\
+ & Factual & 1.33 & 2.71 & 2.55 & 2.33 & 2.54 & 3.03 & 1.81 & 3.97 & 2.25 & 2.17 & 2.61 & 4.88 \\
+ & Locality & 5.05 & 5.26 & 4.63 & 5.07 & 5.26 & 4.69 & 5.21 & 5.00 & 4.93 & 5.17 & 4.91 & 4.72 \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2024)}
+\end{table}
+
+% Results for year 2025
+\subsection*{Results for 2025}
+\begin{table}[ht]
+\centering
+\begin{tabular}{l|l|*{12}{c}}
+\hline
+Model & Type & 01 & 02 & 03 & 04 & 05 & 06 & 07 & 08 & 09 & 10 & 11 & 12 \\
+\midrule
+ & Reliability & 0.24 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Paraphrase & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Portability & 0.00 & 0.52 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Counterfactual & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+ & Factual & 2.39 & 2.67 & 1.46 & 2.84 &   &   &   &   &   &   &   &   \\
+ & Locality & 0.00 & 0.00 & 0.00 & 0.00 &   &   &   &   &   &   &   &   \\
+\hline
+\end{tabular}
+\caption{Monthly evaluation results for  (2025)}
+\end{table}

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.csv

@@ -0,0 +1,2 @@
+reliability,generality,paraphrase,portability,counterfactual,factual,locality
+4.467046379170057,4.637023593466425,3.173311635475997,0.9882352941176471,0.0,2.0585842148087874,4.552941176470588

YWZBrandon-google_flan-t5-base_temporal_10_clusters_4_full_upsample1000/wikidyk2022-2025_01082025_gpt-4o_evalv2_pages_formatted_combined_v2_eval_match_accuracy_by_type.tex

@@ -0,0 +1,2 @@
+ & reliability & generality & paraphrase & portability & counterfactual & factual & locality \\
+ & 4.47 & 4.64 & 3.17 & 0.99 & 0.00 & 2.06 & 4.55 \\