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childes-segmentation-random-gpt2_lm-model

Text Generation
Transformers
Safetensors
gpt2
Unigram
Generated from Trainer
text-generation-inference
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codebyzeb commited on
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3ee2b7a
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1 Parent(s): 91a7239

Final model for experiment Unigram

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  1. README.md +55 -55
  2. model.safetensors +1 -1
README.md CHANGED
@@ -1,7 +1,7 @@
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  ---
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  library_name: transformers
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  tags:
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- - Uniform
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  - generated_from_trainer
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  model-index:
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  - name: childes-segmentation-random-gpt2_lm-model
@@ -15,50 +15,50 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 3.9623
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- - Model Preparation Time: 0.0015
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- - Perplexity: 52.5786
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- - Bpc: 5.7164
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- - Spike Seg Type Fscore Entropy: 0.3115
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- - Spike Seg Boundary Fscore Entropy: 0.2890
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- - Absolute Seg Type Fscore Entropy: 0.2616
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- - Absolute Seg Boundary Fscore Entropy: 0.4111
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- - Spike Seg Type Fscore Increase in entropy: 0.3314
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- - Spike Seg Boundary Fscore Increase in entropy: 0.3076
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- - Absolute Seg Type Fscore Increase in entropy: 0.3345
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- - Absolute Seg Boundary Fscore Increase in entropy: 0.4108
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- - Spike Seg Type Fscore Loss: 0.2921
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- - Spike Seg Boundary Fscore Loss: 0.2865
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- - Absolute Seg Type Fscore Loss: 0.2699
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- - Absolute Seg Boundary Fscore Loss: 0.4091
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- - Spike Seg Type Fscore Increase in loss: 0.3266
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- - Spike Seg Boundary Fscore Increase in loss: 0.3078
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- - Absolute Seg Type Fscore Increase in loss: 0.2622
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- - Absolute Seg Boundary Fscore Increase in loss: 0.4092
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- - Spike Seg Type Fscore Rank: 0.2946
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- - Spike Seg Boundary Fscore Rank: 0.2846
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- - Absolute Seg Type Fscore Rank: 0.2829
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- - Absolute Seg Boundary Fscore Rank: 0.4081
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- - Spike Seg Type Fscore Increase in rank: 0.3273
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- - Spike Seg Boundary Fscore Increase in rank: 0.3100
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- - Absolute Seg Type Fscore Increase in rank: 0.3040
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- - Absolute Seg Boundary Fscore Increase in rank: 0.4094
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- - Spike Seg Type Fscore Boundary prediction: 0.3186
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- - Spike Seg Boundary Fscore Boundary prediction: 0.2948
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- - Absolute Seg Type Fscore Boundary prediction: 0.3160
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- - Absolute Seg Boundary Fscore Boundary prediction: 0.4092
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- - Spike Seg Type Fscore Increase in boundary prediction: 0.3263
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- - Spike Seg Boundary Fscore Increase in boundary prediction: 0.3047
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- - Absolute Seg Type Fscore Increase in boundary prediction: 0.3319
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- - Absolute Seg Boundary Fscore Increase in boundary prediction: 0.4111
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- - Spike Seg Type Fscore Majority vote cutoff: 0.3118
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- - Spike Seg Type Fscore Majority vote spike: 0.3188
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- - Absolute Seg Type Fscore Majority vote cutoff: 0.2546
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- - Absolute Seg Type Fscore Majority vote spike: 0.2758
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- - Spike Seg Boundary Fscore Majority vote cutoff: 0.0772
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- - Spike Seg Boundary Fscore Majority vote spike: 0.2949
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- - Absolute Seg Boundary Fscore Majority vote cutoff: 0.4105
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- - Absolute Seg Boundary Fscore Majority vote spike: 0.2342
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  ## Model description
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@@ -90,16 +90,16 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Perplexity | Bpc | Spike Seg Type Fscore Entropy | Spike Seg Boundary Fscore Entropy | Absolute Seg Type Fscore Entropy | Absolute Seg Boundary Fscore Entropy | Spike Seg Type Fscore Increase in entropy | Spike Seg Boundary Fscore Increase in entropy | Absolute Seg Type Fscore Increase in entropy | Absolute Seg Boundary Fscore Increase in entropy | Spike Seg Type Fscore Loss | Spike Seg Boundary Fscore Loss | Absolute Seg Type Fscore Loss | Absolute Seg Boundary Fscore Loss | Spike Seg Type Fscore Increase in loss | Spike Seg Boundary Fscore Increase in loss | Absolute Seg Type Fscore Increase in loss | Absolute Seg Boundary Fscore Increase in loss | Spike Seg Type Fscore Rank | Spike Seg Boundary Fscore Rank | Absolute Seg Type Fscore Rank | Absolute Seg Boundary Fscore Rank | Spike Seg Type Fscore Increase in rank | Spike Seg Boundary Fscore Increase in rank | Absolute Seg Type Fscore Increase in rank | Absolute Seg Boundary Fscore Increase in rank | Spike Seg Type Fscore Boundary prediction | Spike Seg Boundary Fscore Boundary prediction | Absolute Seg Type Fscore Boundary prediction | Absolute Seg Boundary Fscore Boundary prediction | Spike Seg Type Fscore Increase in boundary prediction | Spike Seg Boundary Fscore Increase in boundary prediction | Absolute Seg Type Fscore Increase in boundary prediction | Absolute Seg Boundary Fscore Increase in boundary prediction | Spike Seg Type Fscore Majority vote cutoff | Spike Seg Type Fscore Majority vote spike | Absolute Seg Type Fscore Majority vote cutoff | Absolute Seg Type Fscore Majority vote spike | Spike Seg Boundary Fscore Majority vote cutoff | Spike Seg Boundary Fscore Majority vote spike | Absolute Seg Boundary Fscore Majority vote cutoff | Absolute Seg Boundary Fscore Majority vote spike |
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  |:-------------:|:--------:|:------:|:---------------:|:----------------------:|:----------:|:------:|:-----------------------------:|:---------------------------------:|:--------------------------------:|:------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:------------------------------------------------:|:--------------------------:|:------------------------------:|:-----------------------------:|:---------------------------------:|:--------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------:|:------------------------------:|:-----------------------------:|:---------------------------------:|:--------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:------------------------------------------------:|:-----------------------------------------------------:|:---------------------------------------------------------:|:--------------------------------------------------------:|:------------------------------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:----------------------------------------------:|:---------------------------------------------:|:-------------------------------------------------:|:------------------------------------------------:|
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- | 3.7384 | 45.2489 | 20000 | 3.7468 | 0.0015 | 42.3844 | 5.4055 | 0.2771 | 0.2827 | 0.2572 | 0.4112 | 0.2868 | 0.2805 | 0.2444 | 0.4112 | 0.2867 | 0.2825 | 0.2973 | 0.4112 | 0.3196 | 0.3027 | 0.1177 | 0.4112 | 0.2773 | 0.2777 | 0.2733 | 0.4113 | 0.3140 | 0.3023 | 0.2990 | 0.4116 | 0.3236 | 0.2997 | 0.3530 | 0.4085 | 0.3203 | 0.3088 | 0.2990 | 0.4109 | 0.2865 | 0.3016 | 0.3081 | 0.2576 | 0.0670 | 0.2911 | 0.4112 | 0.2315 |
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- | 3.7193 | 90.4977 | 40000 | 3.7647 | 0.0015 | 43.1486 | 5.4312 | 0.2707 | 0.2711 | 0.2508 | 0.4110 | 0.3092 | 0.2933 | 0.1276 | 0.4092 | 0.2887 | 0.2845 | 0.2900 | 0.4112 | 0.3268 | 0.3046 | 0.2966 | 0.4111 | 0.2853 | 0.2765 | 0.2948 | 0.4111 | 0.3178 | 0.2977 | 0.3079 | 0.4092 | 0.3216 | 0.2985 | 0.3281 | 0.4192 | 0.3209 | 0.3044 | 0.2798 | 0.4111 | 0.2971 | 0.3142 | 0.2941 | 0.2673 | 0.0540 | 0.2949 | 0.4112 | 0.2246 |
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- | 3.7022 | 135.7466 | 60000 | 3.7852 | 0.0015 | 44.0460 | 5.4609 | 0.2806 | 0.2768 | 0.2559 | 0.4111 | 0.3169 | 0.2968 | 0.1213 | 0.4107 | 0.2894 | 0.2861 | 0.3011 | 0.4103 | 0.3305 | 0.3056 | 0.3160 | 0.4112 | 0.2905 | 0.2795 | 0.2958 | 0.4112 | 0.3264 | 0.3031 | 0.3172 | 0.4104 | 0.3174 | 0.3010 | 0.3433 | 0.4201 | 0.3202 | 0.3045 | 0.3119 | 0.4105 | 0.2871 | 0.3175 | 0.3115 | 0.2742 | 0.0336 | 0.2916 | 0.4112 | 0.2280 |
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- | 3.675 | 180.9955 | 80000 | 3.8165 | 0.0015 | 45.4458 | 5.5061 | 0.2979 | 0.2853 | 0.0163 | 0.4109 | 0.3203 | 0.3018 | 0.3190 | 0.4109 | 0.2890 | 0.2833 | 0.2898 | 0.4110 | 0.3269 | 0.3038 | 0.2717 | 0.4111 | 0.2950 | 0.2806 | 0.2592 | 0.4096 | 0.3240 | 0.3038 | 0.2906 | 0.4104 | 0.3198 | 0.3046 | 0.3414 | 0.4210 | 0.3257 | 0.3157 | 0.2441 | 0.4108 | 0.3073 | 0.3210 | 0.2859 | 0.2802 | 0.0337 | 0.3006 | 0.4112 | 0.2383 |
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- | 3.6472 | 226.2443 | 100000 | 3.8447 | 0.0015 | 46.7470 | 5.5468 | 0.3026 | 0.2890 | 0.2353 | 0.4111 | 0.3183 | 0.3053 | 0.2847 | 0.4106 | 0.2918 | 0.2869 | 0.2994 | 0.4109 | 0.3279 | 0.3082 | 0.3107 | 0.4108 | 0.2938 | 0.2880 | 0.3010 | 0.4102 | 0.3269 | 0.3111 | 0.3230 | 0.4102 | 0.3198 | 0.3032 | 0.3479 | 0.4178 | 0.3218 | 0.3045 | 0.2561 | 0.4106 | 0.3033 | 0.3252 | 0.3123 | 0.2754 | 0.0271 | 0.2985 | 0.4112 | 0.2412 |
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- | 3.6222 | 271.4932 | 120000 | 3.8789 | 0.0015 | 48.3721 | 5.5961 | 0.3062 | 0.2868 | 0.2600 | 0.4105 | 0.3239 | 0.3056 | 0.1217 | 0.4103 | 0.2975 | 0.2897 | 0.2860 | 0.4112 | 0.3231 | 0.3061 | 0.2996 | 0.4114 | 0.2950 | 0.2797 | 0.3048 | 0.4104 | 0.3178 | 0.3028 | 0.3128 | 0.4110 | 0.3232 | 0.3045 | 0.3173 | 0.4162 | 0.3266 | 0.3074 | 0.3087 | 0.4110 | 0.3081 | 0.3239 | 0.2686 | 0.2712 | 0.0437 | 0.2969 | 0.4112 | 0.2319 |
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- | 3.5997 | 316.7421 | 140000 | 3.8975 | 0.0015 | 49.2795 | 5.6229 | 0.3092 | 0.2896 | 0.2393 | 0.4111 | 0.3241 | 0.3083 | 0.3428 | 0.4104 | 0.3015 | 0.2905 | 0.1871 | 0.4113 | 0.3312 | 0.3134 | 0.3108 | 0.4101 | 0.2992 | 0.2846 | 0.3011 | 0.4085 | 0.3298 | 0.3044 | 0.2971 | 0.4022 | 0.3213 | 0.2999 | 0.3489 | 0.4105 | 0.3213 | 0.3038 | 0.2909 | 0.4110 | 0.3174 | 0.3289 | 0.2644 | 0.2752 | 0.1073 | 0.3000 | 0.4115 | 0.2373 |
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- | 3.5795 | 361.9910 | 160000 | 3.9245 | 0.0015 | 50.6281 | 5.6619 | 0.304 | 0.2848 | 0.2354 | 0.4111 | 0.3262 | 0.3095 | 0.3404 | 0.4085 | 0.2943 | 0.2867 | 0.2889 | 0.4108 | 0.3290 | 0.3082 | 0.2673 | 0.4111 | 0.2938 | 0.2806 | 0.3027 | 0.4104 | 0.3235 | 0.3078 | 0.3144 | 0.4096 | 0.3240 | 0.2982 | 0.3427 | 0.4159 | 0.3269 | 0.3077 | 0.3359 | 0.4111 | 0.3095 | 0.3212 | 0.3026 | 0.2682 | 0.0555 | 0.2955 | 0.4115 | 0.2297 |
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- | 3.5626 | 407.2398 | 180000 | 3.9532 | 0.0015 | 52.1004 | 5.7032 | 0.3110 | 0.2876 | 0.2617 | 0.4110 | 0.3285 | 0.3068 | 0.3031 | 0.4111 | 0.2945 | 0.2863 | 0.2959 | 0.4098 | 0.3280 | 0.3097 | 0.2966 | 0.4102 | 0.2977 | 0.2856 | 0.2621 | 0.4082 | 0.3276 | 0.3073 | 0.2458 | 0.4092 | 0.3253 | 0.2995 | 0.3490 | 0.4148 | 0.3284 | 0.3086 | 0.2709 | 0.4112 | 0.3115 | 0.3212 | 0.2487 | 0.2753 | 0.0605 | 0.2941 | 0.4113 | 0.2345 |
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- | 3.5516 | 452.4887 | 200000 | 3.9623 | 0.0015 | 52.5786 | 5.7164 | 0.3115 | 0.2890 | 0.2616 | 0.4111 | 0.3314 | 0.3076 | 0.3345 | 0.4108 | 0.2921 | 0.2865 | 0.2699 | 0.4091 | 0.3266 | 0.3078 | 0.2622 | 0.4092 | 0.2946 | 0.2846 | 0.2829 | 0.4081 | 0.3273 | 0.3100 | 0.3040 | 0.4094 | 0.3186 | 0.2948 | 0.3160 | 0.4092 | 0.3263 | 0.3047 | 0.3319 | 0.4111 | 0.3118 | 0.3188 | 0.2546 | 0.2758 | 0.0772 | 0.2949 | 0.4105 | 0.2342 |
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  ### Framework versions
 
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  ---
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  library_name: transformers
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  tags:
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+ - Unigram
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  - generated_from_trainer
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  model-index:
7
  - name: childes-segmentation-random-gpt2_lm-model
 
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 3.6714
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+ - Model Preparation Time: 0.0013
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+ - Perplexity: 39.3072
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+ - Bpc: 5.2967
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+ - Spike Seg Type Fscore Entropy: 0.2901
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+ - Spike Seg Boundary Fscore Entropy: 0.2894
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+ - Absolute Seg Type Fscore Entropy: 0.0145
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+ - Absolute Seg Boundary Fscore Entropy: 0.4108
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+ - Spike Seg Type Fscore Increase in entropy: 0.3036
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+ - Spike Seg Boundary Fscore Increase in entropy: 0.3016
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+ - Absolute Seg Type Fscore Increase in entropy: 0.1261
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+ - Absolute Seg Boundary Fscore Increase in entropy: 0.4111
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+ - Spike Seg Type Fscore Loss: 0.2639
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+ - Spike Seg Boundary Fscore Loss: 0.2919
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+ - Absolute Seg Type Fscore Loss: 0.2476
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+ - Absolute Seg Boundary Fscore Loss: 0.4106
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+ - Spike Seg Type Fscore Increase in loss: 0.2913
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+ - Spike Seg Boundary Fscore Increase in loss: 0.3060
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+ - Absolute Seg Type Fscore Increase in loss: 0.2506
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+ - Absolute Seg Boundary Fscore Increase in loss: 0.4113
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+ - Spike Seg Type Fscore Rank: 0.2671
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+ - Spike Seg Boundary Fscore Rank: 0.2887
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+ - Absolute Seg Type Fscore Rank: 0.2385
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+ - Absolute Seg Boundary Fscore Rank: 0.4072
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+ - Spike Seg Type Fscore Increase in rank: 0.2910
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+ - Spike Seg Boundary Fscore Increase in rank: 0.3061
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+ - Absolute Seg Type Fscore Increase in rank: 0.2300
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+ - Absolute Seg Boundary Fscore Increase in rank: 0.4109
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+ - Spike Seg Type Fscore Boundary prediction: 0.3087
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+ - Spike Seg Boundary Fscore Boundary prediction: 0.2935
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+ - Absolute Seg Type Fscore Boundary prediction: 0.3136
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+ - Absolute Seg Boundary Fscore Boundary prediction: 0.4156
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+ - Spike Seg Type Fscore Increase in boundary prediction: 0.3115
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+ - Spike Seg Boundary Fscore Increase in boundary prediction: 0.3048
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+ - Absolute Seg Type Fscore Increase in boundary prediction: 0.3184
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+ - Absolute Seg Boundary Fscore Increase in boundary prediction: 0.4112
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+ - Spike Seg Type Fscore Majority vote cutoff: 0.2801
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+ - Spike Seg Type Fscore Majority vote spike: 0.2857
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+ - Absolute Seg Type Fscore Majority vote cutoff: 0.2836
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+ - Absolute Seg Type Fscore Majority vote spike: 0.2562
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+ - Spike Seg Boundary Fscore Majority vote cutoff: 0.0702
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+ - Spike Seg Boundary Fscore Majority vote spike: 0.3001
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+ - Absolute Seg Boundary Fscore Majority vote cutoff: 0.4111
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+ - Absolute Seg Boundary Fscore Majority vote spike: 0.2451
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  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Perplexity | Bpc | Spike Seg Type Fscore Entropy | Spike Seg Boundary Fscore Entropy | Absolute Seg Type Fscore Entropy | Absolute Seg Boundary Fscore Entropy | Spike Seg Type Fscore Increase in entropy | Spike Seg Boundary Fscore Increase in entropy | Absolute Seg Type Fscore Increase in entropy | Absolute Seg Boundary Fscore Increase in entropy | Spike Seg Type Fscore Loss | Spike Seg Boundary Fscore Loss | Absolute Seg Type Fscore Loss | Absolute Seg Boundary Fscore Loss | Spike Seg Type Fscore Increase in loss | Spike Seg Boundary Fscore Increase in loss | Absolute Seg Type Fscore Increase in loss | Absolute Seg Boundary Fscore Increase in loss | Spike Seg Type Fscore Rank | Spike Seg Boundary Fscore Rank | Absolute Seg Type Fscore Rank | Absolute Seg Boundary Fscore Rank | Spike Seg Type Fscore Increase in rank | Spike Seg Boundary Fscore Increase in rank | Absolute Seg Type Fscore Increase in rank | Absolute Seg Boundary Fscore Increase in rank | Spike Seg Type Fscore Boundary prediction | Spike Seg Boundary Fscore Boundary prediction | Absolute Seg Type Fscore Boundary prediction | Absolute Seg Boundary Fscore Boundary prediction | Spike Seg Type Fscore Increase in boundary prediction | Spike Seg Boundary Fscore Increase in boundary prediction | Absolute Seg Type Fscore Increase in boundary prediction | Absolute Seg Boundary Fscore Increase in boundary prediction | Spike Seg Type Fscore Majority vote cutoff | Spike Seg Type Fscore Majority vote spike | Absolute Seg Type Fscore Majority vote cutoff | Absolute Seg Type Fscore Majority vote spike | Spike Seg Boundary Fscore Majority vote cutoff | Spike Seg Boundary Fscore Majority vote spike | Absolute Seg Boundary Fscore Majority vote cutoff | Absolute Seg Boundary Fscore Majority vote spike |
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  |:-------------:|:--------:|:------:|:---------------:|:----------------------:|:----------:|:------:|:-----------------------------:|:---------------------------------:|:--------------------------------:|:------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:------------------------------------------------:|:--------------------------:|:------------------------------:|:-----------------------------:|:---------------------------------:|:--------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------:|:------------------------------:|:-----------------------------:|:---------------------------------:|:--------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:------------------------------------------------:|:-----------------------------------------------------:|:---------------------------------------------------------:|:--------------------------------------------------------:|:------------------------------------------------------------:|:------------------------------------------:|:-----------------------------------------:|:---------------------------------------------:|:--------------------------------------------:|:----------------------------------------------:|:---------------------------------------------:|:-------------------------------------------------:|:------------------------------------------------:|
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+ | 3.4648 | 45.2489 | 20000 | 3.4757 | 0.0013 | 32.3198 | 5.0143 | 0.2607 | 0.2785 | 0.2028 | 0.4112 | 0.2886 | 0.2841 | 0.2706 | 0.4108 | 0.2456 | 0.2884 | 0.1700 | 0.0 | 0.2665 | 0.3014 | 0.2324 | 0.4111 | 0.2389 | 0.2836 | 0.1824 | 0.4056 | 0.2576 | 0.2987 | 0.2200 | 0.4084 | 0.3183 | 0.3031 | 0.3486 | 0.4234 | 0.3098 | 0.3107 | 0.3013 | 0.4111 | 0.2411 | 0.2601 | 0.2339 | 0.2291 | 0.0348 | 0.2930 | 0.4117 | 0.2418 |
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+ | 3.4495 | 90.4977 | 40000 | 3.4868 | 0.0013 | 32.6803 | 5.0304 | 0.2773 | 0.2732 | 0.2142 | 0.4110 | 0.2976 | 0.2942 | 0.2913 | 0.4105 | 0.2560 | 0.2905 | 0.1796 | 0.0 | 0.2738 | 0.3060 | 0.2163 | 0.4111 | 0.2495 | 0.2825 | 0.2037 | 0.4045 | 0.2711 | 0.3001 | 0.2289 | 0.3885 | 0.3109 | 0.2988 | 0.3298 | 0.4248 | 0.3118 | 0.3082 | 0.3052 | 0.4102 | 0.2567 | 0.2667 | 0.2347 | 0.2369 | 0.1204 | 0.2971 | 0.4122 | 0.2426 |
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+ | 3.4367 | 135.7466 | 60000 | 3.5036 | 0.0013 | 33.2336 | 5.0546 | 0.2739 | 0.2854 | 0.2473 | 0.4111 | 0.2926 | 0.2985 | 0.2849 | 0.4111 | 0.2579 | 0.2906 | 0.2360 | 0.4097 | 0.2818 | 0.3054 | 0.2067 | 0.4112 | 0.2556 | 0.2855 | 0.2157 | 0.4046 | 0.2767 | 0.2993 | 0.2485 | 0.4103 | 0.3097 | 0.2987 | 0.3307 | 0.4206 | 0.3054 | 0.3020 | 0.2984 | 0.4108 | 0.2659 | 0.2751 | 0.2645 | 0.2387 | 0.0445 | 0.2987 | 0.4111 | 0.2430 |
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+ | 3.4155 | 180.9955 | 80000 | 3.5248 | 0.0013 | 33.9462 | 5.0852 | 0.2762 | 0.2856 | 0.2361 | 0.4113 | 0.2981 | 0.3032 | 0.1245 | 0.4114 | 0.2630 | 0.2926 | 0.2360 | 0.4065 | 0.2769 | 0.2999 | 0.2169 | 0.4112 | 0.2567 | 0.2849 | 0.2254 | 0.4077 | 0.2791 | 0.3033 | 0.2420 | 0.4111 | 0.3139 | 0.2948 | 0.3315 | 0.4136 | 0.3146 | 0.2991 | 0.3115 | 0.4106 | 0.2653 | 0.2792 | 0.2455 | 0.2506 | 0.0921 | 0.2966 | 0.4111 | 0.2456 |
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+ | 3.392 | 226.2443 | 100000 | 3.5551 | 0.0013 | 34.9912 | 5.1289 | 0.2804 | 0.2773 | 0.2468 | 0.4113 | 0.2985 | 0.2979 | 0.2936 | 0.4113 | 0.2596 | 0.2942 | 0.2483 | 0.4109 | 0.2833 | 0.3060 | 0.2383 | 0.4112 | 0.2566 | 0.2883 | 0.2316 | 0.4099 | 0.2822 | 0.2977 | 0.2611 | 0.4101 | 0.3144 | 0.3022 | 0.3336 | 0.4202 | 0.3140 | 0.3082 | 0.3250 | 0.4110 | 0.2772 | 0.2781 | 0.2770 | 0.2548 | 0.0170 | 0.2979 | 0.4112 | 0.2497 |
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+ | 3.3686 | 271.4932 | 120000 | 3.5762 | 0.0013 | 35.7390 | 5.1594 | 0.2861 | 0.2781 | 0.2570 | 0.4113 | 0.3072 | 0.3038 | 0.1257 | 0.4112 | 0.2627 | 0.2901 | 0.2429 | 0.4112 | 0.2876 | 0.3051 | 0.2427 | 0.4112 | 0.2608 | 0.2853 | 0.2437 | 0.4050 | 0.2871 | 0.3029 | 0.2538 | 0.4045 | 0.3140 | 0.2963 | 0.3412 | 0.4213 | 0.3045 | 0.3033 | 0.3183 | 0.4109 | 0.2720 | 0.2792 | 0.2730 | 0.2516 | 0.0521 | 0.2946 | 0.4111 | 0.2404 |
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+ | 3.3469 | 316.7421 | 140000 | 3.5964 | 0.0013 | 36.4679 | 5.1886 | 0.2866 | 0.2840 | 0.2602 | 0.4110 | 0.3031 | 0.3018 | 0.1256 | 0.4114 | 0.2600 | 0.2914 | 0.2309 | 0.4112 | 0.2877 | 0.3060 | 0.2533 | 0.4112 | 0.2639 | 0.2889 | 0.2449 | 0.4067 | 0.2916 | 0.3032 | 0.2530 | 0.4063 | 0.3078 | 0.2920 | 0.3295 | 0.4180 | 0.3074 | 0.3056 | 0.3188 | 0.4101 | 0.2762 | 0.2864 | 0.2695 | 0.2549 | 0.0755 | 0.3013 | 0.4111 | 0.2426 |
100
+ | 3.3272 | 361.9910 | 160000 | 3.6249 | 0.0013 | 37.5217 | 5.2297 | 0.2877 | 0.2887 | 0.2542 | 0.4110 | 0.3039 | 0.3002 | 0.1419 | 0.4114 | 0.2625 | 0.2904 | 0.2276 | 0.4110 | 0.2896 | 0.3085 | 0.2519 | 0.4113 | 0.2646 | 0.284 | 0.2304 | 0.4063 | 0.2907 | 0.3043 | 0.2599 | 0.4112 | 0.3108 | 0.2940 | 0.3272 | 0.4203 | 0.3085 | 0.3031 | 0.3194 | 0.4111 | 0.2774 | 0.2843 | 0.2806 | 0.2586 | 0.0368 | 0.2992 | 0.4112 | 0.2425 |
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+ | 3.3103 | 407.2398 | 180000 | 3.6582 | 0.0013 | 38.7926 | 5.2777 | 0.2920 | 0.2900 | 0.0145 | 0.4108 | 0.3071 | 0.3051 | 0.3052 | 0.4111 | 0.2646 | 0.2898 | 0.2409 | 0.4100 | 0.2920 | 0.3094 | 0.1256 | 0.4113 | 0.2650 | 0.2886 | 0.2316 | 0.4071 | 0.2907 | 0.3062 | 0.2681 | 0.4108 | 0.3113 | 0.2932 | 0.3329 | 0.4201 | 0.3121 | 0.3057 | 0.1246 | 0.4112 | 0.2711 | 0.2860 | 0.2960 | 0.2565 | 0.0343 | 0.3008 | 0.4112 | 0.2482 |
102
+ | 3.2994 | 452.4887 | 200000 | 3.6714 | 0.0013 | 39.3072 | 5.2967 | 0.2901 | 0.2894 | 0.0145 | 0.4108 | 0.3036 | 0.3016 | 0.1261 | 0.4111 | 0.2639 | 0.2919 | 0.2476 | 0.4106 | 0.2913 | 0.3060 | 0.2506 | 0.4113 | 0.2671 | 0.2887 | 0.2385 | 0.4072 | 0.2910 | 0.3061 | 0.2300 | 0.4109 | 0.3087 | 0.2935 | 0.3136 | 0.4156 | 0.3115 | 0.3048 | 0.3184 | 0.4112 | 0.2801 | 0.2857 | 0.2836 | 0.2562 | 0.0702 | 0.3001 | 0.4111 | 0.2451 |
103
 
104
 
105
  ### Framework versions
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