{ "settings": { "mixed_ratio": 20.0, "clean_ratio": 1000.0, "proper_ratio": 20.0, "noisy_oov_rate": 0.1, "lexicon_ratio": 100.0 }, "lexicon_entries": 550, "dev": { "boun_none": { "tokens": 12023, "accuracy": 0.9925975214172835, "baseline_leave_as_is": 1.0, "err": 0.0, "accuracy_case_insensitive": 0.9982533477501455, "changed_precision": 0.0, "changed_recall": 0.0, "changed_f1": 0.0 }, "boun_ascii": { "tokens": 12023, "accuracy": 0.9800382600016635, "baseline_leave_as_is": 0.6262995924478084, "err": 0.9465835744491431, "accuracy_case_insensitive": 0.9871912168344007, "changed_precision": 0.9586557594516913, "changed_recall": 0.9650567549521478, "changed_f1": 0.9618456078083407 }, "boun_upper": { "tokens": 12023, "accuracy": 0.95284038925393, "baseline_leave_as_is": 0.18872161690093986, "err": 0.9418700020504408, "accuracy_case_insensitive": 0.9975047825002079, "changed_precision": 0.9442458899213724, "changed_recall": 0.9480213245847857, "changed_f1": 0.9461298408963013 }, "social_cv5": { "tokens": 6443, "accuracy": 0.8252366909824616, "baseline_leave_as_is": 0.6326245537792954, "err": 0.5242923531896915, "accuracy_case_insensitive": 0.8744373738941487, "changed_precision": 0.8176139912554653, "changed_recall": 0.5530207013096747, "changed_f1": 0.6597782258064516 } }, "test": { "boun_none": { "tokens": 12015, "accuracy": 0.9955888472742406, "baseline_leave_as_is": 1.0, "err": 0.0, "accuracy_case_insensitive": 0.9985851019558885, "changed_precision": 0.0, "changed_recall": 0.0, "changed_f1": 0.0, "by_genre": { "bio": { "tokens": 2180, "accuracy": 0.9990825688073395, "baseline_leave_as_is": 1.0, "err": 0.0 }, "ess": { "tokens": 2681, "accuracy": 0.9951510630361805, "baseline_leave_as_is": 1.0, "err": 0.0 }, "ins": { "tokens": 1984, "accuracy": 0.9929435483870968, "baseline_leave_as_is": 1.0, "err": 0.0 }, "news": { "tokens": 2971, "accuracy": 0.994614607876136, "baseline_leave_as_is": 1.0, "err": 0.0 }, "pop": { "tokens": 2199, "accuracy": 0.9963619827194179, "baseline_leave_as_is": 1.0, "err": 0.0 } } }, "boun_ascii": { "tokens": 12015, "accuracy": 0.9826883062838119, "baseline_leave_as_is": 0.6201414898044112, "err": 0.9544259421560035, "accuracy_case_insensitive": 0.9867665418227216, "changed_precision": 0.9698834908771159, "changed_recall": 0.9666958808063103, "changed_f1": 0.9682870624382749, "by_genre": { "bio": { "tokens": 2180, "accuracy": 0.9834862385321101, "baseline_leave_as_is": 0.6137614678899083, "err": 0.9572446555819477 }, "ess": { "tokens": 2681, "accuracy": 0.9809772472957852, "baseline_leave_as_is": 0.628496829541216, "err": 0.9487951807228916 }, "ins": { "tokens": 1984, "accuracy": 0.9798387096774194, "baseline_leave_as_is": 0.608366935483871, "err": 0.9485199485199485 }, "news": { "tokens": 2971, "accuracy": 0.9868731066980815, "baseline_leave_as_is": 0.6109054190508246, "err": 0.9662629757785467 }, "pop": { "tokens": 2199, "accuracy": 0.9809004092769441, "baseline_leave_as_is": 0.639381537062301, "err": 0.9470365699873896 } } }, "boun_upper": { "tokens": 12015, "accuracy": 0.9564710778193924, "baseline_leave_as_is": 0.18593424885559717, "err": 0.9465289847663838, "accuracy_case_insensitive": 0.9970869746150645, "changed_precision": 0.9498006338820162, "changed_recall": 0.9498006338820162, "changed_f1": 0.9498006338820162, "by_genre": { "bio": { "tokens": 2180, "accuracy": 0.9591743119266055, "baseline_leave_as_is": 0.18440366972477065, "err": 0.9499437570303711 }, "ess": { "tokens": 2681, "accuracy": 0.9727713539723983, "baseline_leave_as_is": 0.18798955613577023, "err": 0.9664676159853008 }, "ins": { "tokens": 1984, "accuracy": 0.9627016129032258, "baseline_leave_as_is": 0.19102822580645162, "err": 0.9538940809968848 }, "news": { "tokens": 2971, "accuracy": 0.9279703803433188, "baseline_leave_as_is": 0.17502524402558062, "err": 0.9126886984904121 }, "pop": { "tokens": 2199, "accuracy": 0.9668030923146885, "baseline_leave_as_is": 0.19508867667121418, "err": 0.9587570621468926 } } }, "social": { "tokens": 1639, "accuracy": 0.8047589993898718, "baseline_leave_as_is": 0.6400244051250763, "err": 0.4576271186440678, "accuracy_case_insensitive": 0.8529591214154972, "changed_precision": 0.7774725274725275, "changed_recall": 0.47966101694915253, "changed_f1": 0.5932914046121593, "by_category": { "diacritics(+case)": { "needed": 196, "accuracy": 0.7908163265306123 }, "lexical": { "needed": 168, "accuracy": 0.18452380952380953 }, "case": { "needed": 137, "accuracy": 0.4890510948905109 }, "split": { "needed": 46, "accuracy": 0.3695652173913043 }, "merge": { "needed": 22, "accuracy": 0.0 }, "apostrophe": { "needed": 21, "accuracy": 0.6190476190476191 } }, "top_errors": [ "inşaALLAH -> inşaallah (gold inşallah)", "gardaşım -> gardaşım (gold kardeşim)", "koç -> koç (gold Koç)", "favlamis -> favlamis (gold favlamış)", "Rabbim -> Rabbim (gold rabbim)", "e -> e (gold )", "pesdiyorum -> pes diyorum (gold pesdiyorum)", "kullanıcı -> kullanıcı (gold Kullanıcı)", "bekarim -> bekarim (gold bekarım)", "k -> k (gold K)", "Akşamlar -> Akşamlar (gold akşamlar)", "m -> m (gold )", "günü -> günü (gold Günü)", "Doviz -> Döviz (gold döviz)", "Heee -> He (gold Heee)", "gardaşşş -> gardaş (gold kardeş)", "Gsstorede -> Gsstorede (gold GSStore'da)", "staddan -> staddan (gold stattan)", "fotgraf -> fotgraf (gold fotoğraf)", "tektaşda -> tektaşda (gold tek taş da)", "hadi -> Haydi (gold Hadi)", "ROTTİNG -> rotting (gold Rotting)", "CHRİST -> christ (gold Christ)", "ODER -> oder (gold öder)", "twitleri -> twitleri (gold tweetleri)", "Gt -> Gt (gold GT)", "senn -> senn (gold senin)", "yapamym -> yapamym (gold yapamıyorum)", "Yurdisindaki -> Yurdışındaki (gold Yurtdışındaki)", "inş -> inşallah (gold İnşallah)", "gelceksin -> gelceksin (gold geleceksin)", "amg -> AMG (gold amına koyayım)", "de -> de (gold değişecek)", "değişçek -> değişçek (gold değişecek)", "subart -> subart (gold Şubat)", "sevgililer -> sevgililer (gold Sevgililer)", "gununuz -> gününüz (gold Günü'nüz)", "Türkiyem -> Türkiyem (gold Türkiye'm)", "Kalkmıycam -> Kalkmıycam (gold kalkmayacağım)", "banane -> banane (gold bana ne)" ] }, "social_no_lexicon": { "tokens": 1639, "accuracy": 0.7925564368517388, "baseline_leave_as_is": 0.6400244051250763, "err": 0.423728813559322, "accuracy_case_insensitive": 0.8389261744966443, "changed_precision": 0.7738095238095238, "changed_recall": 0.4406779661016949, "changed_f1": 0.5615550755939525 } }, "ablation_dev": { "(full system)": { "boun_ascii": 0.9800382600016635, "boun_upper": 0.95284038925393, "social_cv5": 0.8252366909824616 }, "lexicon": { "boun_ascii": 0.9810363470015803, "boun_upper": 0.9529235631705897, "social_cv5": 0.8049045475710073 }, "repeat": { "boun_ascii": 0.9800382600016635, "boun_upper": 0.95284038925393, "social_cv5": 0.8170107092969113 }, "deascii": { "boun_ascii": 0.6258837228645097, "boun_upper": 0.95284038925393, "social_cv5": 0.7015365512959801 }, "context": { "boun_ascii": 0.9789569990850869, "boun_upper": 0.95284038925393, "social_cv5": 0.8247710693776191 }, "charlm": { "boun_ascii": 0.9555851285037013, "boun_upper": 0.95284038925393, "social_cv5": 0.8154586372807698 }, "colloquial": { "boun_ascii": 0.9800382600016635, "boun_upper": 0.95284038925393, "social_cv5": 0.8230637901598634 }, "clitic": { "boun_ascii": 0.9803709556683025, "boun_upper": 0.95284038925393, "social_cv5": 0.822598168555021 }, "proper": { "boun_ascii": 0.9832820427513932, "boun_upper": 0.9261415620061548, "social_cv5": 0.8153034300791556 }, "case": { "boun_ascii": 0.9722199118356484, "boun_upper": 0.18872161690093986, "social_cv5": 0.7833307465466398 }, "question": { "boun_ascii": 0.9794560425850454, "boun_upper": 0.95284038925393, "social_cv5": 0.8243054477727767 } } }