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1.0
{ "name": "Qwen3-Embedding-0.6B", "model_type": "embedding", "params": "600M", "revision": "unknown", "url": "https://huggingface.co/Qwen3-Embedding-0.6B" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.579734, "accuracy": 0.60678, "macro_precision": 0.630595, "macro_recall": 0.641596 }, "by_task": { "sentiment": { "macro_f1": 0.810295, "accuracy": 0.803694, "macro_precision": 0.832307, "macro_recall": 0.837046 }, "emotion": { "macro_f1": 0.43104, "accuracy": 0.465, "macro_precision": 0.457807, "macro_recall": 0.47917 }, "intent": { "macro_f1": 0.56282, "accuracy": 0.599, "macro_precision": 0.593036, "macro_recall": 0.613298 }, "topic": { "macro_f1": 0.485622, "accuracy": 0.527273, "macro_precision": 0.56223, "macro_recall": 0.572237 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.9028522372245789, "accuracy": 0.902999997138977, "macro_precision": 0.9034148454666138, "macro_recall": 0.9025961756706238 }, "imdb": { "macro_f1": 0.8802140951156616, "accuracy": 0.8809999823570251, "macro_precision": 0.8863784074783325, "macro_recall": 0.8794885277748108 }, "appreviews": { "macro_f1": 0.8688739538192749, "accuracy": 0.8690000176429749, "macro_precision": 0.8710983991622925, "macro_recall": 0.8693036437034607 }, "yelpreviews": { "macro_f1": 0.9619925618171692, "accuracy": 0.9620000123977661, "macro_precision": 0.9619758129119873, "macro_recall": 0.9622864723205566 }, "rottentomatoes": { "macro_f1": 0.7592573165893555, "accuracy": 0.7607879638671875, "macro_precision": 0.767593502998352, "macro_recall": 0.7607879638671875 }, "financialphrasebank": { "macro_f1": 0.488581120967865, "accuracy": 0.4463768005371094, "macro_precision": 0.6033790707588196, "macro_recall": 0.6478113532066345 }, "emotiondair": { "macro_f1": 0.47812420129776, "accuracy": 0.527999997138977, "macro_precision": 0.484048992395401, "macro_recall": 0.546855092048645 }, "empathetic": { "macro_f1": 0.38395485281944275, "accuracy": 0.4020000100135803, "macro_precision": 0.4315657615661621, "macro_recall": 0.4114857316017151 }, "banking77": { "macro_f1": 0.6418111324310303, "accuracy": 0.6389999985694885, "macro_precision": 0.6807952523231506, "macro_recall": 0.6659894585609436 }, "biasframes_intent": { "macro_f1": 0.4549930691719055, "accuracy": 0.527999997138977, "macro_precision": 0.5053926706314087, "macro_recall": 0.5030898451805115 }, "massive": { "macro_f1": 0.5916567444801331, "accuracy": 0.6299999952316284, "macro_precision": 0.5929194092750549, "macro_recall": 0.6708149313926697 }, "agnews": { "macro_f1": 0.6595149636268616, "accuracy": 0.6800000071525574, "macro_precision": 0.6822134852409363, "macro_recall": 0.6807345151901245 }, "yahootopics": { "macro_f1": 0.5451348423957825, "accuracy": 0.6010000109672546, "macro_precision": 0.5679214596748352, "macro_recall": 0.5439555644989014 }, "trueteacher": { "macro_f1": 0.47297418117523193, "accuracy": 0.4729999899864197, "macro_precision": 0.4729878902435303, "macro_recall": 0.4729841351509094 }, "manifesto": { "macro_f1": 0.24359840154647827, "accuracy": 0.40400001406669617, "macro_precision": 0.27557799220085144, "macro_recall": 0.2821764349937439 }, "capsotu": { "macro_f1": 0.5322523713111877, "accuracy": 0.546999990940094, "macro_precision": 0.5408480167388916, "macro_recall": 0.6490484476089478 }, "biasframes_offensive": { "macro_f1": 0.524954080581665, "accuracy": 0.5630000233650208, "macro_precision": 0.5418699383735657, "macro_recall": 0.5346786975860596 }, "biasframes_sex": { "macro_f1": 0.32174259424209595, "accuracy": 0.3779999911785126, "macro_precision": 0.5156175494194031, "macro_recall": 0.56468266248703 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.6551154851913452, "accuracy": 0.6740000247955322, "macro_precision": 0.7386647462844849, "macro_recall": 0.6805440783500671 }, "wikitoxic_obscene": { "macro_f1": 0.5426650643348694, "accuracy": 0.5509999990463257, "macro_precision": 0.6066822409629822, "macro_recall": 0.5889812707901001 }, "wikitoxic_threat": { "macro_f1": 0.32418739795684814, "accuracy": 0.382999986410141, "macro_precision": 0.5332828760147095, "macro_recall": 0.677301287651062 }, "wikitoxic_insult": { "macro_f1": 0.5197007060050964, "accuracy": 0.5460000038146973, "macro_precision": 0.7088633179664612, "macro_recall": 0.6195178627967834 } } }
1.0
{ "name": "Qwen3-Embedding-8B", "model_type": "embedding", "params": "8B", "revision": "unknown", "url": "https://huggingface.co/Qwen3-Embedding-8B" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.591328, "accuracy": 0.635753, "macro_precision": 0.700355, "macro_recall": 0.669397 }, "by_task": { "sentiment": { "macro_f1": 0.891563, "accuracy": 0.886761, "macro_precision": 0.893797, "macro_recall": 0.902851 }, "emotion": { "macro_f1": 0.506864, "accuracy": 0.545, "macro_precision": 0.548924, "macro_recall": 0.550798 }, "intent": { "macro_f1": 0.58926, "accuracy": 0.656333, "macro_precision": 0.708527, "macro_recall": 0.661964 }, "topic": { "macro_f1": 0.443484, "accuracy": 0.509727, "macro_precision": 0.620146, "macro_recall": 0.56565 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.9409787058830261, "accuracy": 0.9409999847412109, "macro_precision": 0.9409074783325195, "macro_recall": 0.941142201423645 }, "imdb": { "macro_f1": 0.9469107389450073, "accuracy": 0.9470000267028809, "macro_precision": 0.9476759433746338, "macro_recall": 0.9465738534927368 }, "appreviews": { "macro_f1": 0.922999918460846, "accuracy": 0.9229999780654907, "macro_precision": 0.9230391979217529, "macro_recall": 0.923051118850708 }, "yelpreviews": { "macro_f1": 0.9599921703338623, "accuracy": 0.9599999785423279, "macro_precision": 0.9620493650436401, "macro_recall": 0.961013674736023 }, "rottentomatoes": { "macro_f1": 0.8608060479164124, "accuracy": 0.8611631989479065, "macro_precision": 0.8649088144302368, "macro_recall": 0.8611632585525513 }, "financialphrasebank": { "macro_f1": 0.7176883816719055, "accuracy": 0.6884058117866516, "macro_precision": 0.72420334815979, "macro_recall": 0.7841603755950928 }, "emotiondair": { "macro_f1": 0.5401405692100525, "accuracy": 0.5910000205039978, "macro_precision": 0.5484007000923157, "macro_recall": 0.597652018070221 }, "empathetic": { "macro_f1": 0.473588228225708, "accuracy": 0.49900001287460327, "macro_precision": 0.5494474172592163, "macro_recall": 0.5039448738098145 }, "banking77": { "macro_f1": 0.71482253074646, "accuracy": 0.699999988079071, "macro_precision": 0.7595980763435364, "macro_recall": 0.7408914566040039 }, "biasframes_intent": { "macro_f1": 0.398776650428772, "accuracy": 0.5569999814033508, "macro_precision": 0.7143589854240417, "macro_recall": 0.5210214257240295 }, "massive": { "macro_f1": 0.6541801691055298, "accuracy": 0.7120000123977661, "macro_precision": 0.6516250967979431, "macro_recall": 0.7239789962768555 }, "agnews": { "macro_f1": 0.7707853317260742, "accuracy": 0.7839999794960022, "macro_precision": 0.8135340809822083, "macro_recall": 0.7818300127983093 }, "yahootopics": { "macro_f1": 0.5887834429740906, "accuracy": 0.640999972820282, "macro_precision": 0.6388435959815979, "macro_recall": 0.5808680057525635 }, "trueteacher": { "macro_f1": 0.4126618504524231, "accuracy": 0.5090000033378601, "macro_precision": 0.5115970373153687, "macro_recall": 0.5042126178741455 }, "manifesto": { "macro_f1": 0.3240036964416504, "accuracy": 0.46799999475479126, "macro_precision": 0.35499346256256104, "macro_recall": 0.40162768959999084 }, "capsotu": { "macro_f1": 0.5475385785102844, "accuracy": 0.5249999761581421, "macro_precision": 0.5921947360038757, "macro_recall": 0.6487294435501099 }, "biasframes_offensive": { "macro_f1": 0.5426437258720398, "accuracy": 0.6389999985694885, "macro_precision": 0.7244020700454712, "macro_recall": 0.5880531072616577 }, "biasframes_sex": { "macro_f1": 0.26442575454711914, "accuracy": 0.30300000309944153, "macro_precision": 0.48936134576797485, "macro_recall": 0.4601544737815857 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.46657270193099976, "accuracy": 0.5580000281333923, "macro_precision": 0.7552865743637085, "macro_recall": 0.5691487789154053 }, "wikitoxic_obscene": { "macro_f1": 0.38571250438690186, "accuracy": 0.46799999475479126, "macro_precision": 0.710321307182312, "macro_recall": 0.5426182746887207 }, "wikitoxic_threat": { "macro_f1": 0.2685002386569977, "accuracy": 0.3019999861717224, "macro_precision": 0.5296496152877808, "macro_recall": 0.6349372267723083 }, "wikitoxic_insult": { "macro_f1": 0.30670127272605896, "accuracy": 0.4099999964237213, "macro_precision": 0.7014169692993164, "macro_recall": 0.5099667906761169 } } }
1.0
{ "name": "all-MiniLM-L6-v2", "model_type": "embedding", "params": "22M", "revision": "unknown", "url": "https://huggingface.co/all-MiniLM-L6-v2" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.365998, "accuracy": 0.442739, "macro_precision": 0.500873, "macro_recall": 0.450317 }, "by_task": { "sentiment": { "macro_f1": 0.347246, "accuracy": 0.487208, "macro_precision": 0.503336, "macro_recall": 0.477323 }, "emotion": { "macro_f1": 0.132637, "accuracy": 0.1405, "macro_precision": 0.4083, "macro_recall": 0.195105 }, "intent": { "macro_f1": 0.410812, "accuracy": 0.436, "macro_precision": 0.541921, "macro_recall": 0.462813 }, "topic": { "macro_f1": 0.406434, "accuracy": 0.475273, "macro_precision": 0.505165, "macro_recall": 0.47858 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.35260650515556335, "accuracy": 0.48899999260902405, "macro_precision": 0.5116842985153198, "macro_recall": 0.5012728571891785 }, "imdb": { "macro_f1": 0.3403925895690918, "accuracy": 0.49300000071525574, "macro_precision": 0.7449698448181152, "macro_recall": 0.5058479309082031 }, "appreviews": { "macro_f1": 0.4131661653518677, "accuracy": 0.5320000052452087, "macro_precision": 0.7029896974563599, "macro_recall": 0.5356342792510986 }, "yelpreviews": { "macro_f1": 0.32750505208969116, "accuracy": 0.4869999885559082, "macro_precision": 0.2434999942779541, "macro_recall": 0.5 }, "rottentomatoes": { "macro_f1": 0.3378419876098633, "accuracy": 0.4990619122982025, "macro_precision": 0.46404963731765747, "macro_recall": 0.4990619122982025 }, "financialphrasebank": { "macro_f1": 0.31196534633636475, "accuracy": 0.4231884181499481, "macro_precision": 0.35282549262046814, "macro_recall": 0.32211822271347046 }, "emotiondair": { "macro_f1": 0.11101524531841278, "accuracy": 0.1080000028014183, "macro_precision": 0.46109339594841003, "macro_recall": 0.22658133506774902 }, "empathetic": { "macro_f1": 0.1542579084634781, "accuracy": 0.17299999296665192, "macro_precision": 0.3555065989494324, "macro_recall": 0.16362914443016052 }, "banking77": { "macro_f1": 0.43356677889823914, "accuracy": 0.4410000145435333, "macro_precision": 0.5618711113929749, "macro_recall": 0.4374663829803467 }, "biasframes_intent": { "macro_f1": 0.46536508202552795, "accuracy": 0.5289999842643738, "macro_precision": 0.6406142711639404, "macro_recall": 0.5584455728530884 }, "massive": { "macro_f1": 0.33350270986557007, "accuracy": 0.33799999952316284, "macro_precision": 0.4232776463031769, "macro_recall": 0.39252763986587524 }, "agnews": { "macro_f1": 0.4948541224002838, "accuracy": 0.5, "macro_precision": 0.6265597939491272, "macro_recall": 0.5069217085838318 }, "yahootopics": { "macro_f1": 0.36257949471473694, "accuracy": 0.38199999928474426, "macro_precision": 0.5528976917266846, "macro_recall": 0.34622490406036377 }, "trueteacher": { "macro_f1": 0.395149827003479, "accuracy": 0.49000000953674316, "macro_precision": 0.4625127911567688, "macro_recall": 0.4853178858757019 }, "manifesto": { "macro_f1": 0.1498693972826004, "accuracy": 0.3019999861717224, "macro_precision": 0.18951760232448578, "macro_recall": 0.1652449667453766 }, "capsotu": { "macro_f1": 0.479082316160202, "accuracy": 0.5289999842643738, "macro_precision": 0.5245693922042847, "macro_recall": 0.5023189783096313 }, "biasframes_offensive": { "macro_f1": 0.47554171085357666, "accuracy": 0.5049999952316284, "macro_precision": 0.5725581049919128, "macro_recall": 0.5465722680091858 }, "biasframes_sex": { "macro_f1": 0.5124979019165039, "accuracy": 0.7730000019073486, "macro_precision": 0.5263156294822693, "macro_recall": 0.5801851749420166 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.5129282474517822, "accuracy": 0.5329999923706055, "macro_precision": 0.5474761724472046, "macro_recall": 0.5386421084403992 }, "wikitoxic_obscene": { "macro_f1": 0.5017039179801941, "accuracy": 0.503000020980835, "macro_precision": 0.5081151723861694, "macro_recall": 0.5083074569702148 }, "wikitoxic_threat": { "macro_f1": 0.26442036032676697, "accuracy": 0.3009999990463257, "macro_precision": 0.5172396898269653, "macro_recall": 0.5802111029624939 }, "wikitoxic_insult": { "macro_f1": 0.32215073704719543, "accuracy": 0.4099999964237213, "macro_precision": 0.5290513038635254, "macro_recall": 0.5044324398040771 } } }
1.0
{ "name": "bge-base-en-v1.5", "model_type": "embedding", "params": "137M", "revision": "unknown", "url": "https://huggingface.co/bge-base-en-v1.5" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.568329, "accuracy": 0.592612, "macro_precision": 0.641254, "macro_recall": 0.640123 }, "by_task": { "sentiment": { "macro_f1": 0.819812, "accuracy": 0.81391, "macro_precision": 0.852102, "macro_recall": 0.856473 }, "emotion": { "macro_f1": 0.361241, "accuracy": 0.437, "macro_precision": 0.448951, "macro_recall": 0.403232 }, "intent": { "macro_f1": 0.579773, "accuracy": 0.596333, "macro_precision": 0.599851, "macro_recall": 0.625834 }, "topic": { "macro_f1": 0.465687, "accuracy": 0.499182, "macro_precision": 0.572503, "macro_recall": 0.569081 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.9296748638153076, "accuracy": 0.9300000071525574, "macro_precision": 0.9338191747665405, "macro_recall": 0.9288598895072937 }, "imdb": { "macro_f1": 0.8964173793792725, "accuracy": 0.8970000147819519, "macro_precision": 0.9015624523162842, "macro_recall": 0.8956555128097534 }, "appreviews": { "macro_f1": 0.9033816456794739, "accuracy": 0.9039999842643738, "macro_precision": 0.9129323959350586, "macro_recall": 0.9034178256988525 }, "yelpreviews": { "macro_f1": 0.9439979791641235, "accuracy": 0.9440000057220459, "macro_precision": 0.9451367855072021, "macro_recall": 0.9447946548461914 }, "rottentomatoes": { "macro_f1": 0.8140226006507874, "accuracy": 0.8142589330673218, "macro_precision": 0.8158644437789917, "macro_recall": 0.8142589330673218 }, "financialphrasebank": { "macro_f1": 0.4313793182373047, "accuracy": 0.3942028880119324, "macro_precision": 0.6032983064651489, "macro_recall": 0.6518524885177612 }, "emotiondair": { "macro_f1": 0.42592093348503113, "accuracy": 0.5249999761581421, "macro_precision": 0.502555787563324, "macro_recall": 0.46722355484962463 }, "empathetic": { "macro_f1": 0.29656127095222473, "accuracy": 0.3490000069141388, "macro_precision": 0.39534541964530945, "macro_recall": 0.33924028277397156 }, "banking77": { "macro_f1": 0.6375364065170288, "accuracy": 0.6449999809265137, "macro_precision": 0.682538628578186, "macro_recall": 0.6667591333389282 }, "biasframes_intent": { "macro_f1": 0.5726391077041626, "accuracy": 0.5820000171661377, "macro_precision": 0.577385425567627, "macro_recall": 0.5740678310394287 }, "massive": { "macro_f1": 0.5291436910629272, "accuracy": 0.5619999766349792, "macro_precision": 0.539627730846405, "macro_recall": 0.6366740465164185 }, "agnews": { "macro_f1": 0.6345731616020203, "accuracy": 0.6489999890327454, "macro_precision": 0.6807701587677002, "macro_recall": 0.652498722076416 }, "yahootopics": { "macro_f1": 0.5134701132774353, "accuracy": 0.5929999947547913, "macro_precision": 0.5593596696853638, "macro_recall": 0.5850311517715454 }, "trueteacher": { "macro_f1": 0.4814004898071289, "accuracy": 0.4819999933242798, "macro_precision": 0.4823671579360962, "macro_recall": 0.48247748613357544 }, "manifesto": { "macro_f1": 0.20281097292900085, "accuracy": 0.33500000834465027, "macro_precision": 0.24518485367298126, "macro_recall": 0.22956110537052155 }, "capsotu": { "macro_f1": 0.5365762710571289, "accuracy": 0.5789999961853027, "macro_precision": 0.5299004316329956, "macro_recall": 0.6417205333709717 }, "biasframes_offensive": { "macro_f1": 0.5659722089767456, "accuracy": 0.6039999723434448, "macro_precision": 0.5927748084068298, "macro_recall": 0.5746545195579529 }, "biasframes_sex": { "macro_f1": 0.16457810997962952, "accuracy": 0.1679999977350235, "macro_precision": 0.5050225853919983, "macro_recall": 0.5098469853401184 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.7208366394042969, "accuracy": 0.7260000109672546, "macro_precision": 0.7522772550582886, "macro_recall": 0.7300294637680054 }, "wikitoxic_obscene": { "macro_f1": 0.6794031858444214, "accuracy": 0.6819999814033508, "macro_precision": 0.7384219169616699, "macro_recall": 0.71601802110672 }, "wikitoxic_threat": { "macro_f1": 0.16755354404449463, "accuracy": 0.17399999499320984, "macro_precision": 0.5209817290306091, "macro_recall": 0.5571510195732117 }, "wikitoxic_insult": { "macro_f1": 0.4553821086883545, "accuracy": 0.49900001287460327, "macro_precision": 0.6904691457748413, "macro_recall": 0.5809069871902466 } } }
1.0
{ "name": "bge-large-en-v1.5", "model_type": "embedding", "params": "434M", "revision": "unknown", "url": "https://huggingface.co/bge-large-en-v1.5" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
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1.0
{ "name": "e5-base-v2", "model_type": "embedding", "params": "110M", "revision": "unknown", "url": "https://huggingface.co/e5-base-v2" }
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1.0
{ "name": "e5-large-v2", "model_type": "embedding", "params": "335M", "revision": "unknown", "url": "https://huggingface.co/e5-large-v2" }
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1.0
{ "name": "e5-mistral-7b-instruct", "model_type": "embedding", "params": "7B", "revision": "unknown", "url": "https://huggingface.co/e5-mistral-7b-instruct" }
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1.0
{ "name": "gte-base-en-v1.5", "model_type": "embedding", "params": "137M", "revision": "unknown", "url": "https://huggingface.co/gte-base-en-v1.5" }
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1.0
{ "name": "gte-large-en-v1.5", "model_type": "embedding", "params": "434M", "revision": "unknown", "url": "https://huggingface.co/gte-large-en-v1.5" }
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1.0
{ "name": "gte-modernbert-base", "model_type": "embedding", "params": "149M", "revision": "unknown", "url": "https://huggingface.co/gte-modernbert-base" }
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1.0
{ "name": "Llama-3.2-3B-Instruct", "model_type": "llm", "params": "3.2B", "revision": "unknown", "url": "https://huggingface.co/Llama-3.2-3B-Instruct" }
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1.0
{ "name": "Mistral-Nemo-Instruct-2407", "model_type": "llm", "params": "12.2B", "revision": "unknown", "url": "https://huggingface.co/Mistral-Nemo-Instruct-2407" }
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1.0
{ "name": "Phi-4-mini-instruct", "model_type": "llm", "params": "3.8B", "revision": "unknown", "url": "https://huggingface.co/Phi-4-mini-instruct" }
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1.0
{ "name": "Qwen3-4B", "model_type": "llm", "params": "4B", "revision": "unknown", "url": "https://huggingface.co/Qwen3-4B" }
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1.0
{ "name": "Qwen3-8B", "model_type": "llm", "params": "8.2B", "revision": "unknown", "url": "https://huggingface.co/Qwen3-8B" }
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1.0
{ "name": "gemma-3-1b-it", "model_type": "llm", "params": "1B", "revision": "unknown", "url": "https://huggingface.co/gemma-3-1b-it" }
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1.0
{ "name": "gemma-3-270m-it", "model_type": "llm", "params": "270M", "revision": "unknown", "url": "https://huggingface.co/gemma-3-270m-it" }
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1.0
{ "name": "bart-large-mnli", "model_type": "nli", "params": "407M", "revision": "unknown", "url": "https://huggingface.co/bart-large-mnli" }
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1.0
{ "name": "bert-base-uncased-nli", "model_type": "nli", "params": "110M", "revision": "unknown", "url": "https://huggingface.co/bert-base-uncased-nli" }
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1.0
{ "name": "bert-large-uncased-nli-triplet", "model_type": "nli", "params": "335M", "revision": "unknown", "url": "https://huggingface.co/bert-large-uncased-nli-triplet" }
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1.0
{ "name": "bert-large-uncased-nli", "model_type": "nli", "params": "335M", "revision": "unknown", "url": "https://huggingface.co/bert-large-uncased-nli" }
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1.0
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1.0
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1.0
{ "name": "deberta-v3-large-nli", "model_type": "nli", "params": "434M", "revision": "unknown", "url": "https://huggingface.co/deberta-v3-large-nli" }
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1.0
{ "name": "modernbert-base-nli", "model_type": "nli", "params": "149M", "revision": "unknown", "url": "https://huggingface.co/modernbert-base-nli" }
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1.0
{ "name": "modernbert-large-nli-triplet", "model_type": "nli", "params": "395M", "revision": "unknown", "url": "https://huggingface.co/modernbert-large-nli-triplet" }
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1.0
{ "name": "modernbert-large-nli", "model_type": "nli", "params": "395M", "revision": "unknown", "url": "https://huggingface.co/modernbert-large-nli" }
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1.0
{ "name": "nli-roberta-base", "model_type": "nli", "params": "125M", "revision": "unknown", "url": "https://huggingface.co/nli-roberta-base" }
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1.0
{ "name": "Qwen3-Reranker-0.6B", "model_type": "reranker", "params": "600M", "revision": "unknown", "url": "https://huggingface.co/Qwen3-Reranker-0.6B" }
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1.0
{ "name": "Qwen3-Reranker-8B", "model_type": "reranker", "params": "8B", "revision": "unknown", "url": "https://huggingface.co/Qwen3-Reranker-8B" }
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{ "overall": { "macro_f1": 0.72244, "accuracy": 0.764832, "macro_precision": 0.763814, "macro_recall": 0.763002 }, "by_task": { "sentiment": { "macro_f1": 0.92305, "accuracy": 0.927717, "macro_precision": 0.929232, "macro_recall": 0.919381 }, "emotion": { "macro_f1": 0.485845, "accuracy": 0.525, "macro_precision": 0.539821, "macro_recall": 0.498886 }, "intent": { "macro_f1": 0.700498, "accuracy": 0.715, "macro_precision": 0.745874, "macro_recall": 0.732819 }, "topic": { "macro_f1": 0.662018, "accuracy": 0.733182, "macro_precision": 0.719205, "macro_recall": 0.733956 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.9569586515426636, "accuracy": 0.9570000171661377, "macro_precision": 0.9571244120597839, "macro_recall": 0.9568408727645874 }, "imdb": { "macro_f1": 0.9499607682228088, "accuracy": 0.949999988079071, "macro_precision": 0.9500150084495544, "macro_recall": 0.9499140977859497 }, "appreviews": { "macro_f1": 0.9287347793579102, "accuracy": 0.9290000200271606, "macro_precision": 0.9341866970062256, "macro_recall": 0.9285714626312256 }, "yelpreviews": { "macro_f1": 0.9819982051849365, "accuracy": 0.9819999933242798, "macro_precision": 0.9820953607559204, "macro_recall": 0.9824041128158569 }, "rottentomatoes": { "macro_f1": 0.903188943862915, "accuracy": 0.903377115726471, "macro_precision": 0.9065382480621338, "macro_recall": 0.903377115726471 }, "financialphrasebank": { "macro_f1": 0.8174570798873901, "accuracy": 0.8449275493621826, "macro_precision": 0.8454323410987854, "macro_recall": 0.7951804995536804 }, "emotiondair": { "macro_f1": 0.48749345541000366, "accuracy": 0.5609999895095825, "macro_precision": 0.49956265091896057, "macro_recall": 0.5077645778656006 }, "empathetic": { "macro_f1": 0.4841960072517395, "accuracy": 0.48899999260902405, "macro_precision": 0.5800796151161194, "macro_recall": 0.49000710248947144 }, "banking77": { "macro_f1": 0.6905889511108398, "accuracy": 0.6740000247955322, "macro_precision": 0.7354130744934082, "macro_recall": 0.7193227410316467 }, "biasframes_intent": { "macro_f1": 0.737960934638977, "accuracy": 0.7549999952316284, "macro_precision": 0.7938579320907593, "macro_recall": 0.7398936152458191 }, "massive": { "macro_f1": 0.6729446649551392, "accuracy": 0.7160000205039978, "macro_precision": 0.7083504796028137, "macro_recall": 0.7392416000366211 }, "agnews": { "macro_f1": 0.7875484228134155, "accuracy": 0.8019999861717224, "macro_precision": 0.8350103497505188, "macro_recall": 0.7995575666427612 }, "yahootopics": { "macro_f1": 0.610032320022583, "accuracy": 0.6710000038146973, "macro_precision": 0.6458627581596375, "macro_recall": 0.6013916730880737 }, "trueteacher": { "macro_f1": 0.3602437376976013, "accuracy": 0.5170000195503235, "macro_precision": 0.7558139562606812, "macro_recall": 0.51113361120224 }, "manifesto": { "macro_f1": 0.3251327574253082, "accuracy": 0.4560000002384186, "macro_precision": 0.398116797208786, "macro_recall": 0.34560656547546387 }, "capsotu": { "macro_f1": 0.6593928337097168, "accuracy": 0.6809999942779541, "macro_precision": 0.7135266661643982, "macro_recall": 0.694545328617096 }, "biasframes_offensive": { "macro_f1": 0.7650375962257385, "accuracy": 0.7760000228881836, "macro_precision": 0.7809867858886719, "macro_recall": 0.7607153654098511 }, "biasframes_sex": { "macro_f1": 0.6409658193588257, "accuracy": 0.8240000009536743, "macro_precision": 0.6186710596084595, "macro_recall": 0.8823120594024658 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.856735110282898, "accuracy": 0.8569999933242798, "macro_precision": 0.8630095720291138, "macro_recall": 0.8586984872817993 }, "wikitoxic_obscene": { "macro_f1": 0.8774905204772949, "accuracy": 0.8790000081062317, "macro_precision": 0.8755072355270386, "macro_recall": 0.8845878839492798 }, "wikitoxic_threat": { "macro_f1": 0.5778453350067139, "accuracy": 0.7799999713897705, "macro_precision": 0.5833333134651184, "macro_recall": 0.8849372267723083 }, "wikitoxic_insult": { "macro_f1": 0.8217689990997314, "accuracy": 0.8220000267028809, "macro_precision": 0.8414127826690674, "macro_recall": 0.8500308990478516 } } }
1.0
{ "name": "bge-reranker-base", "model_type": "reranker", "params": "278M", "revision": "unknown", "url": "https://huggingface.co/bge-reranker-base" }
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1.0
{ "name": "bge-reranker-large", "model_type": "reranker", "params": "560M", "revision": "unknown", "url": "https://huggingface.co/bge-reranker-large" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.534818, "accuracy": 0.556759, "macro_precision": 0.610169, "macro_recall": 0.602469 }, "by_task": { "sentiment": { "macro_f1": 0.781011, "accuracy": 0.780451, "macro_precision": 0.788273, "macro_recall": 0.79803 }, "emotion": { "macro_f1": 0.367727, "accuracy": 0.3775, "macro_precision": 0.464957, "macro_recall": 0.402225 }, "intent": { "macro_f1": 0.536768, "accuracy": 0.543, "macro_precision": 0.56468, "macro_recall": 0.580803 }, "topic": { "macro_f1": 0.430379, "accuracy": 0.471091, "macro_precision": 0.55183, "macro_recall": 0.538116 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.8699994683265686, "accuracy": 0.8700000047683716, "macro_precision": 0.8704652786254883, "macro_recall": 0.8705364465713501 }, "imdb": { "macro_f1": 0.8030894994735718, "accuracy": 0.8040000200271606, "macro_precision": 0.8143559694290161, "macro_recall": 0.8063130378723145 }, "appreviews": { "macro_f1": 0.8909868001937866, "accuracy": 0.890999972820282, "macro_precision": 0.891020655632019, "macro_recall": 0.8909690380096436 }, "yelpreviews": { "macro_f1": 0.8786844611167908, "accuracy": 0.8790000081062317, "macro_precision": 0.8870046734809875, "macro_recall": 0.880921483039856 }, "rottentomatoes": { "macro_f1": 0.7559291124343872, "accuracy": 0.7560975551605225, "macro_precision": 0.7568062543869019, "macro_recall": 0.7560975551605225 }, "financialphrasebank": { "macro_f1": 0.48737820982933044, "accuracy": 0.48260870575904846, "macro_precision": 0.509984016418457, "macro_recall": 0.5833433270454407 }, "emotiondair": { "macro_f1": 0.3911106586456299, "accuracy": 0.41499999165534973, "macro_precision": 0.43648621439933777, "macro_recall": 0.47783219814300537 }, "empathetic": { "macro_f1": 0.34434404969215393, "accuracy": 0.3400000035762787, "macro_precision": 0.4934283196926117, "macro_recall": 0.3266182839870453 }, "banking77": { "macro_f1": 0.5650694370269775, "accuracy": 0.5569999814033508, "macro_precision": 0.6598912477493286, "macro_recall": 0.584199845790863 }, "biasframes_intent": { "macro_f1": 0.5915988683700562, "accuracy": 0.597000002861023, "macro_precision": 0.5933622121810913, "macro_recall": 0.5916775465011597 }, "massive": { "macro_f1": 0.4536345899105072, "accuracy": 0.4749999940395355, "macro_precision": 0.4407878816127777, "macro_recall": 0.5665310025215149 }, "agnews": { "macro_f1": 0.726889431476593, "accuracy": 0.7419999837875366, "macro_precision": 0.770831823348999, "macro_recall": 0.7403790950775146 }, "yahootopics": { "macro_f1": 0.5268266797065735, "accuracy": 0.593999981880188, "macro_precision": 0.5396367311477661, "macro_recall": 0.5347358584403992 }, "trueteacher": { "macro_f1": 0.4441928267478943, "accuracy": 0.4490000009536743, "macro_precision": 0.44633111357688904, "macro_recall": 0.44794851541519165 }, "manifesto": { "macro_f1": 0.16162124276161194, "accuracy": 0.3199999928474426, "macro_precision": 0.2439526617527008, "macro_recall": 0.17478394508361816 }, "capsotu": { "macro_f1": 0.47877487540245056, "accuracy": 0.5170000195503235, "macro_precision": 0.507485032081604, "macro_recall": 0.5725051164627075 }, "biasframes_offensive": { "macro_f1": 0.529961347579956, "accuracy": 0.5789999961853027, "macro_precision": 0.5605754852294922, "macro_recall": 0.5455132126808167 }, "biasframes_sex": { "macro_f1": 0.20037832856178284, "accuracy": 0.2070000022649765, "macro_precision": 0.534077525138855, "macro_recall": 0.5790870189666748 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.6028369069099426, "accuracy": 0.6150000095367432, "macro_precision": 0.6396280527114868, "macro_recall": 0.6199691295623779 }, "wikitoxic_obscene": { "macro_f1": 0.5302799940109253, "accuracy": 0.5559999942779541, "macro_precision": 0.6795343160629272, "macro_recall": 0.6108042001724243 }, "wikitoxic_threat": { "macro_f1": 0.1538538932800293, "accuracy": 0.15800000727176666, "macro_precision": 0.52483069896698, "macro_recall": 0.5596234202384949 }, "wikitoxic_insult": { "macro_f1": 0.37854886054992676, "accuracy": 0.4449999928474426, "macro_precision": 0.6232432126998901, "macro_recall": 0.5339279174804688 } } }
1.0
{ "name": "gte-reranker-modernbert-base", "model_type": "reranker", "params": "149M", "revision": "unknown", "url": "https://huggingface.co/gte-reranker-modernbert-base" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.57849, "accuracy": 0.616544, "macro_precision": 0.625188, "macro_recall": 0.61616 }, "by_task": { "sentiment": { "macro_f1": 0.82026, "accuracy": 0.818163, "macro_precision": 0.853517, "macro_recall": 0.846494 }, "emotion": { "macro_f1": 0.422199, "accuracy": 0.4575, "macro_precision": 0.472394, "macro_recall": 0.434904 }, "intent": { "macro_f1": 0.514074, "accuracy": 0.557, "macro_precision": 0.595518, "macro_recall": 0.583573 }, "topic": { "macro_f1": 0.492599, "accuracy": 0.551727, "macro_precision": 0.536518, "macro_recall": 0.532366 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.9113131761550903, "accuracy": 0.9120000004768372, "macro_precision": 0.9194884896278381, "macro_recall": 0.9103273749351501 }, "imdb": { "macro_f1": 0.8373899459838867, "accuracy": 0.8410000205039978, "macro_precision": 0.8644256591796875, "macro_recall": 0.8376922607421875 }, "appreviews": { "macro_f1": 0.916504979133606, "accuracy": 0.9169999957084656, "macro_precision": 0.9254856705665588, "macro_recall": 0.9164426326751709 }, "yelpreviews": { "macro_f1": 0.9629937410354614, "accuracy": 0.9629999995231628, "macro_precision": 0.9629999995231628, "macro_recall": 0.9633132219314575 }, "rottentomatoes": { "macro_f1": 0.7976751327514648, "accuracy": 0.8020637631416321, "macro_precision": 0.8307623863220215, "macro_recall": 0.8020638227462769 }, "financialphrasebank": { "macro_f1": 0.4956844449043274, "accuracy": 0.4739130437374115, "macro_precision": 0.6179410815238953, "macro_recall": 0.6491255760192871 }, "emotiondair": { "macro_f1": 0.45084241032600403, "accuracy": 0.5210000276565552, "macro_precision": 0.4515022337436676, "macro_recall": 0.48167750239372253 }, "empathetic": { "macro_f1": 0.3935551643371582, "accuracy": 0.39399999380111694, "macro_precision": 0.4932851195335388, "macro_recall": 0.38813093304634094 }, "banking77": { "macro_f1": 0.6466980576515198, "accuracy": 0.6349999904632568, "macro_precision": 0.676284670829773, "macro_recall": 0.6737946271896362 }, "biasframes_intent": { "macro_f1": 0.35648372769355774, "accuracy": 0.4699999988079071, "macro_precision": 0.5298737287521362, "macro_recall": 0.5048359632492065 }, "massive": { "macro_f1": 0.5390387177467346, "accuracy": 0.5659999847412109, "macro_precision": 0.5803945064544678, "macro_recall": 0.5720893144607544 }, "agnews": { "macro_f1": 0.6849942207336426, "accuracy": 0.7120000123977661, "macro_precision": 0.7636871337890625, "macro_recall": 0.7090103626251221 }, "yahootopics": { "macro_f1": 0.3708208203315735, "accuracy": 0.3880000114440918, "macro_precision": 0.5611310005187988, "macro_recall": 0.3892977833747864 }, "trueteacher": { "macro_f1": 0.5798214077949524, "accuracy": 0.5979999899864197, "macro_precision": 0.6142182350158691, "macro_recall": 0.5955897569656372 }, "manifesto": { "macro_f1": 0.17288586497306824, "accuracy": 0.25600001215934753, "macro_precision": 0.23649853467941284, "macro_recall": 0.2129371166229248 }, "capsotu": { "macro_f1": 0.4171936810016632, "accuracy": 0.47999998927116394, "macro_precision": 0.45853084325790405, "macro_recall": 0.4752907454967499 }, "biasframes_offensive": { "macro_f1": 0.5220422744750977, "accuracy": 0.5239999890327454, "macro_precision": 0.5244028568267822, "macro_recall": 0.5248481631278992 }, "biasframes_sex": { "macro_f1": 0.5966007709503174, "accuracy": 0.8489999771118164, "macro_precision": 0.5789476037025452, "macro_recall": 0.6852442026138306 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.5468690395355225, "accuracy": 0.546999990940094, "macro_precision": 0.5479526519775391, "macro_recall": 0.5478123426437378 }, "wikitoxic_obscene": { "macro_f1": 0.5600804090499878, "accuracy": 0.5659999847412109, "macro_precision": 0.5607047080993652, "macro_recall": 0.5620940923690796 }, "wikitoxic_threat": { "macro_f1": 0.4324122369289398, "accuracy": 0.6010000109672546, "macro_precision": 0.5204809308052063, "macro_recall": 0.6178680062294006 }, "wikitoxic_insult": { "macro_f1": 0.5348722338676453, "accuracy": 0.5479999780654907, "macro_precision": 0.5351483821868896, "macro_recall": 0.5360356569290161 } } }
1.0
{ "name": "ms-marco-MiniLM-L6-v2", "model_type": "reranker", "params": "22M", "revision": "unknown", "url": "https://huggingface.co/ms-marco-MiniLM-L6-v2" }
{ "btzsc_version": "0.1.1", "btzsc_commit": "8a0d52cbe423", "timestamp": "2026-03-01T19:47:17.282165+00:00", "device": "unknown", "precision": "unknown", "batch_size": 32, "max_samples": null }
{ "overall": { "macro_f1": 0.421785, "accuracy": 0.460398, "macro_precision": 0.486364, "macro_recall": 0.456056 }, "by_task": { "sentiment": { "macro_f1": 0.58518, "accuracy": 0.590793, "macro_precision": 0.625615, "macro_recall": 0.62621 }, "emotion": { "macro_f1": 0.191836, "accuracy": 0.1925, "macro_precision": 0.337519, "macro_recall": 0.226099 }, "intent": { "macro_f1": 0.30124, "accuracy": 0.292, "macro_precision": 0.399039, "macro_recall": 0.298178 }, "topic": { "macro_f1": 0.407345, "accuracy": 0.483909, "macro_precision": 0.461287, "macro_recall": 0.448113 } }, "by_dataset": { "amazonpolarity": { "macro_f1": 0.6817625761032104, "accuracy": 0.6880000233650208, "macro_precision": 0.7118111848831177, "macro_recall": 0.6921078562736511 }, "imdb": { "macro_f1": 0.6169463396072388, "accuracy": 0.625, "macro_precision": 0.6434303522109985, "macro_recall": 0.6291953325271606 }, "appreviews": { "macro_f1": 0.7086011171340942, "accuracy": 0.7120000123977661, "macro_precision": 0.7207171320915222, "macro_recall": 0.7111815214157104 }, "yelpreviews": { "macro_f1": 0.6500681638717651, "accuracy": 0.6539999842643738, "macro_precision": 0.666526734828949, "macro_recall": 0.6572002172470093 }, "rottentomatoes": { "macro_f1": 0.5772273540496826, "accuracy": 0.5787992477416992, "macro_precision": 0.5799888372421265, "macro_recall": 0.5787992477416992 }, "financialphrasebank": { "macro_f1": 0.27647721767425537, "accuracy": 0.2869565188884735, "macro_precision": 0.4312140643596649, "macro_recall": 0.4887731969356537 }, "emotiondair": { "macro_f1": 0.20086175203323364, "accuracy": 0.20399999618530273, "macro_precision": 0.325905442237854, "macro_recall": 0.2706259787082672 }, "empathetic": { "macro_f1": 0.1828111708164215, "accuracy": 0.1809999942779541, "macro_precision": 0.34913337230682373, "macro_recall": 0.18157251179218292 }, "banking77": { "macro_f1": 0.23708733916282654, "accuracy": 0.2199999988079071, "macro_precision": 0.4417795240879059, "macro_recall": 0.21929438412189484 }, "biasframes_intent": { "macro_f1": 0.6136585474014282, "accuracy": 0.6169999837875366, "macro_precision": 0.6142018437385559, "macro_recall": 0.6134754419326782 }, "massive": { "macro_f1": 0.05297502502799034, "accuracy": 0.039000000804662704, "macro_precision": 0.14113575220108032, "macro_recall": 0.06176289916038513 }, "agnews": { "macro_f1": 0.39791375398635864, "accuracy": 0.4180000126361847, "macro_precision": 0.5021059513092041, "macro_recall": 0.4154464900493622 }, "yahootopics": { "macro_f1": 0.298456072807312, "accuracy": 0.3269999921321869, "macro_precision": 0.3344421088695526, "macro_recall": 0.2964455485343933 }, "trueteacher": { "macro_f1": 0.3914633095264435, "accuracy": 0.5180000066757202, "macro_precision": 0.566315770149231, "macro_recall": 0.5126017928123474 }, "manifesto": { "macro_f1": 0.07393017411231995, "accuracy": 0.14000000059604645, "macro_precision": 0.1313643604516983, "macro_recall": 0.09652630239725113 }, "capsotu": { "macro_f1": 0.29766881465911865, "accuracy": 0.3230000138282776, "macro_precision": 0.36105501651763916, "macro_recall": 0.3598368167877197 }, "biasframes_offensive": { "macro_f1": 0.6154738664627075, "accuracy": 0.6169999837875366, "macro_precision": 0.6441656351089478, "macro_recall": 0.6368777751922607 }, "biasframes_sex": { "macro_f1": 0.46941402554512024, "accuracy": 0.7459999918937683, "macro_precision": 0.4977855384349823, "macro_recall": 0.4930448830127716 }, "wikitoxic_toxicaggregated": { "macro_f1": 0.4693637490272522, "accuracy": 0.5019999742507935, "macro_precision": 0.49472469091415405, "macro_recall": 0.49588721990585327 }, "wikitoxic_obscene": { "macro_f1": 0.5130991339683533, "accuracy": 0.5509999990463257, "macro_precision": 0.5221269130706787, "macro_recall": 0.5192086100578308 }, "wikitoxic_threat": { "macro_f1": 0.45319265127182007, "accuracy": 0.6539999842643738, "macro_precision": 0.5189011096954346, "macro_recall": 0.6022251844406128 }, "wikitoxic_insult": { "macro_f1": 0.5008226633071899, "accuracy": 0.5270000100135803, "macro_precision": 0.5011672973632812, "macro_recall": 0.5011394023895264 } } }

BTZSC Results

This repository stores model submissions for the BTZSC leaderboard.

BTZSC: A Benchmark for Zero-Shot Text Classification across Cross-Encoders, Embedding Models, Rerankers and LLMs.

Benchmark summary:

  • 22 English single-label datasets
  • 4 task families: sentiment, topic, intent, emotion
  • Strict zero-shot protocol (no BTZSC-label training/tuning)
  • Primary metric: macro-F1

What this repo contains

  • One JSON file per model evaluation run in results/<model_type>/<model-name>.json
  • Reproducibility metadata (BTZSC version, commit, precision, batch size)
  • Full per-dataset metrics for all 22 BTZSC datasets

Schema

Each submission follows schema version 1.0 with:

  • model: model id, type, parameter count, revision
  • evaluation: harness versioning and runtime metadata
  • results.overall: averaged macro F1 / accuracy / macro precision / macro recall
  • results.by_task: sentiment/topic/intent/emotion aggregates
  • results.by_dataset: per-dataset metric blocks

Contributing results

Destination path format:

  • results/<model_type>/<model-name>.json

Recommended flow:

  1. Export with the official harness (btzsc evaluate ... --output-json ...).
  2. Validate locally (python validate.py results/<model_type>/<model-name>.json).
  3. Add your file at the required path.
  4. Submit by one of these methods:
  • Web UI upload on Hugging Face (no clone required)
  • Git workflow (direct push if you have write access, otherwise fork + PR)
  • API workflow via huggingface_hub with create_pr=True (PR-based)

In short: add means placing the JSON at the correct path; submit means publishing that change to this remote repo.

See SUBMISSION.md for full requirements and review checks.

PRs adding result files are validated in CI with validate.py.
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