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README.md

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----
-license: mit
----
+## 🧠 Lie Detector (RoBERTa)
+
+This model is a fine-tuned version of **roberta-base** on the **LIAR dataset**, a benchmark for political fact-checking introduced in ["Liar, Liar Pants on Fire"](https://arxiv.org/abs/1705.00648) (Wang, 2017).
+
+It classifies political statements into six categories: pants-fire, false, barely-true, half-true, mostly-true, true.
+
+Alongside the statement, the model uses:
+* Context and subjects
+* Metadata: speaker, party, state (as embeddings)
+* Numerical features**: historical counts of truthfulness
+
+### Results
+
+* **Test Accuracy (six-way classification)**: 40.5%
+* **Original paper accuracy**: 27.4%
+
+### Example
+
+```python
+label = lie_detector(
+    statement="We’ve added more jobs than any time in history.",
+    subjects="economy,jobs",
+    speaker_name="Joe Biden",
+    speaker_title="President",
+    state="delaware",
+    party_affiliation="democrat",
+    history_barely_true=14,
+    history_false=12,
+    history_half_true=24,
+    history_mostly_true=21,
+    history_pants_fire=5,
+    context_location="CNN Town Hall"
+)
+```

config.json

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+{
+  "architectures": [
+    "RobertaForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.41.0",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

party_vocab.json

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+{"<UNK>": 0, "democrat": 1, "republican": 2, "none": 3, "journalist": 4, "organization": 5, "newsmaker": 6, "liberal-party-canada": 7, "state-official": 8, "activist": 9, "government-body": 10, "libertarian": 11, "business-leader": 12, "independent": 13, "columnist": 14, "tea-party-member": 15, "constitution-party": 16, "talk-show-host": 17, "Moderate": 18, "labor-leader": 19, "education-official": 20, "ocean-state-tea-party-action": 21, "democratic-farmer-labor": 22, "green": 23, "county-commissioner": 24}

pytorch_model.bin

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+size 502179278

speaker_vocab.json

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+{"<UNK>": 0, "sonji-jacobs": 1, "grover-norquist": 2, "republican-party-florida": 3, "chris-christie": 4, "barack-obama": 5, "city-atlanta": 6, "other-98": 7, "linda-koop": 8, "bob-schieffer": 9, "pat-stevens": 10, "lawrence-odonnell": 11, "ted-cruz": 12, "marco-rubio": 13, "amy-klobuchar": 14, "republican-national-committee-republican": 15, "greater-wisconsin-political-fund": 16, "terry-mcauliffe": 17, "reid-ribble": 18, "naha-daily": 19, "scott-brown": 20, "stacey-campfield": 21, "jonathan-stickland": 22, "jennifer-granholm": 23, "rick-scott": 24, "lon-burnam": 25, "uber": 26, "reince-priebus": 27, "bill-kristol": 28, "florida-badass-teachers-association": 29, "kitty-boitnott": 30, "national-right-life-committee": 31, "john-mccain": 32, "austin-independent-school-district": 33, "bill-clinton": 34, "american-energy-alliance": 35, "george-lemieux": 36, "nancy-pelosi": 37, "barry-smitherman": 38, "paul-ryan": 39, "jim-webb": 40, "chain-email": 41, "sarah-palin": 42, "occupational-knowledge-international": 43, "defenders-wildlife-action-fund-defenders-wildlife-": 44, "tweets": 45, "lorraine-fende": 46, "nj-can": 47, "stephanie-desilva": 48, "texas-right-life": 49, "donald-trump": 50, "fred-upton": 51, "bobby-jindal": 52, "jeb-bush": 53, "mitt-romney": 54, "hillary-clinton": 55, "jeff-merkley": 56, "jon-stewart": 57, "steven-brown": 58, "john-kirby": 59, "my-city-bikes": 60, "tom-price": 61, "charlie-crist": 62, "bill-weimer": 63, "glenn-beck": 64, "heather-beaven": 65, "jimmy-flannigan": 66, "bookerfail": 67, "ultraviolet": 68, "tony-perkins": 69, "american-natural-gas-alliance": 70, "chris-larson": 71, "wisconsin-manufacturers-and-commerce": 72, "jose-rodriguez": 73, "jason-carter": 74, "austan-goolsbee": 75, "rick-perry": 76, "sean-duffy": 77, "samuel-wurzelbacher": 78, "john-skvarla": 79, "bill-richardson": 80, "rahm-emanuel": 81, "lindsey-graham": 82, "david-cicilline": 83, "justin-trudeau": 84, "barbara-buono": 85, "newt-gingrich": 86, 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"childrens-healthcare-atlanta": 2738, "wisconsin-working-families-party": 2739, "georgia-craft-brewers-guild": 2740, "david-simas": 2741, "carlos-trujillo": 2742, "gonzalo-barrientos": 2743, "rachel-oconnor": 2744, "jack-falanagan": 2745, "ramey-ko": 2746, "jane-harman": 2747, "georgia-lottery": 2748, "barbara-cargill": 2749, "end-citizens-united": 2750, "paul-summers": 2751, "maria-cardona": 2752, "tim-curtis": 2753, "julius-jones": 2754, "rashad-taylor": 2755, "courageous-conservatives-pac": 2756, "rebecca-bell-metereau": 2757, "hunter-schwarz": 2758, "steve-mcqueen": 2759, "dave-schwartz": 2760, "we-love-usa-pac": 2761, "joe-brown": 2762, "fact-check-florida": 2763, "david-quiroa": 2764, "league-women-voters-texas-education-fund": 2765, "philip-van-cleave": 2766, "americans-prosperity-new-jersey": 2767, "virginia-society-human-life": 2768, "mark-sickles": 2769, "raul-castro": 2770, "teresa-fedor": 2771, "trusted-leadership-pac": 2772, "desmond-meade": 2773, "carlos-gimenez": 2774, "ed-macdougall": 2775, "kai-degner": 2776, "jalen-ross": 2777, "liberal-bloggers": 2778, "jim-mowrer": 2779, "paul-wolfowitz": 2780, "kofi-annan": 2781, "wisconsin-state-afl-cio": 2782, "colorados-voice": 2783, "kai-ryssdal": 2784, "larry-ashley": 2785, "ken-mercer": 2786, "amalgamated-transit-union": 2787, "michael-adams": 2788, "lc-buster-evans": 2789, "joshua-mckoon": 2790, "oregon-right-life-pac": 2791, "ron-desantis": 2792, "ruth-bader-ginsburg": 2793, "dan-sebring": 2794, "georgia-department-public-health": 2795, "ben-affleck": 2796, "ben-rhodes": 2797, "todd-hunter": 2798, "numbers-usa": 2799, "ian-lang": 2800, "republican-state-leadership-committee": 2801, "clay-pell": 2802, "john-bolton": 2803, "martin-frost": 2804, "jeff-dickerson": 2805, "anthony-bucco": 2806, "mike-collier": 2807, "michael-cutler": 2808, "bill-jackson": 2809, "dick-black": 2810, "multnomah-county-library-foundation": 2811, "j-xavier": 2812, "jim-gilmore": 2813, "carol-browner": 2814, "mika-brzezinski": 2815, "atlanta-braves": 2816, "j-jacobs": 2817, "voters-first-ohio": 2818, "wisconsin-association-justice": 2819, "raymond-lesniak": 2820, "jim-bohl": 2821, "freedom-partners": 2822, "national-education-association": 2823, "diane-allen": 2824, "anne-goodman": 2825, "association-mature-american-citizens": 2826, "karen-huber": 2827, "afscme-people": 2828, "james-parisi": 2829, "mothers-against-drunk-driving": 2830, "livable-damascus": 2831, "jeff-flake": 2832, "american-principles-action": 2833, "college-presidents": 2834, "michael-denbrow": 2835, "doreen-costa": 2836, "declan-oscanlon": 2837, "tim-griffin": 2838, "jon-obrien": 2839, "dolores-gresham": 2840, "caroline-casagrande": 2841, "raymond-gallison": 2842, "william-barber": 2843, "ted-ferrioli": 2844, "bing-west": 2845, "matt-wuerker": 2846, "eva-longoria": 2847, "todd-young": 2848, "cornell-william-brooks": 2849, "buddy-carter": 2850, "david-englin": 2851, "county-line": 2852, "marjorie-dannenfelser": 2853, "sharon-day": 2854, "marc-lamont-hill": 2855, "minka-kelly": 2856, "oregon-catalyst": 2857, "charlie-flemming": 2858, "russell-pearce": 2859, "hugh-fitzsimons": 2860, "peter-nehr": 2861, "alicia-menendez": 2862, "dale-peterson": 2863, "jeff-clemens": 2864, "dino-baccari": 2865, "brian-deese": 2866, "sarah-ponder": 2867, "hillary-mann-leverett": 2868, "terry-jeffrey": 2869, "akbar-al-baker": 2870, "our-city-our-safety-our-choice": 2871, "tim-finchem": 2872, "georgia-department-economic-development": 2873, "lauren-hitt": 2874, "warren-buffett": 2875, "elaine-phillips": 2876, "frank-pallone-jr": 2877, "christina-romer": 2878, "drug-free-america": 2879, "harold-metts": 2880, "marvin-pratt": 2881, "sherry-sylvester": 2882, "christopher-peace": 2883, "chris-wallace": 2884, "daily-mail": 2885, "virginia-first-foundation": 2886, "harold-ford-jr": 2887, "e-frank-stephenson": 2888, "ellen-freidin": 2889, "no-60-campaign-against-condom-requirement-adult-fi": 2890, "deborah-gist": 2891, "charles-cooper": 2892, "mark-geist": 2893, "sergio-marchionne": 2894, "charles-reed": 2895, "antonin-scalia": 2896, "brent-barton": 2897, "joyce-beatty": 2898, "joe-walsh": 2899, "dave-hansen": 2900, "ben-nelson": 2901, "jim-marshall": 2902, "sarah-silverman": 2903, "arsalan-iftikhar": 2904, "our-democracy-2020": 2905, "liberty-institute": 2906, "katherine-cloonen": 2907, "connservative-republicans-texas-pac": 2908, "sergey-lavrov": 2909, "john-chisholm": 2910, "michael-t-owens": 2911, "lauren-benedict": 2912, "delia-garza": 2913, "washington-examiner": 2914, "victoria-cobb": 2915, "glenford-shibley": 2916, "dennis-moss": 2917, "jill-chambers": 2918, "californians-lower-drug-prices": 2919}

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

state_vocab.json

@@ -0,0 +1 @@
+{"<UNK>": 0, "Georgia": 1, "NaN": 2, "New Jersey": 3, "Illinois": 4, "Texas": 5, "Washington, D.C.": 6, "Florida": 7, "Minnesota": 8, "Wisconsin": 9, "Virginia": 10, "New Hampshire": 11, "Tennessee": 12, "Michigan": 13, "Virgina": 14, "Arizona": 15, "Arkansas": 16, "California": 17, "Alaska": 18, "Ohio": 19, "Rhode Island": 20, "New York": 21, "Louisiana": 22, "Massachusetts": 23, "Oregon": 24, "North Carolina": 25, "New Mexico": 26, "South Carolina": 27, "Delaware": 28, "Pennsylvania": 29, "Utah": 30, "Georgia ": 31, "Washington, D.C. ": 32, "Washington": 33, "Indiana": 34, "Washington state": 35, "Maryland": 36, "Oklahoma": 37, "Alabama": 38, "Kentucky": 39, "Nevada": 40, "Colorado": 41, "South Dakota": 42, "Florida ": 43, "Vermont": 44, "Wyoming": 45, "Missouri": 46, "Mississippi": 47, "District of Columbia": 48, "Idaho": 49, "Connecticut": 50, "West Virginia": 51, "Kansas": 52, "Tex": 53, "Washington DC": 54, "Illinois ": 55, "Washington D.C.": 56, "the United States": 57, "Iowa": 58, "Atlanta": 59, "Unknown": 60, "Massachusetts ": 61, "California ": 62, "China": 63, "Virgiia": 64, "Maine": 65, "Oregon ": 66, "New York ": 67, "Colorado ": 68, "Wisconsin ": 69, "Rhode Island ": 70, "ohio": 71, "North Dakota": 72, "Virginia director, Coalition to Stop Gun Violence": 73, "Hawaii": 74, "Rhode island": 75, "United Kingdom": 76, "PA - Pennsylvania": 77, "Nebraska": 78, "Montana": 79, "Tennesse": 80, "Virginia ": 81, "Qatar": 82, "Russia": 83}

tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "truncation_side": "left",
+  "unk_token": "<unk>"
+}