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README.md

@@ -117,7 +117,7 @@ To get started, follow the instructions for [installing MFA](https://montreal-fo
 #### Common Voice Turkish
 
 - **Source:** https://voice.mozilla.org/en/datasets
-- **License:** CC-0
+- **License:** [CC-0](https://creativecommons.org/publicdomain/zero/1.0/)
 - **Dialects:** N/A
 - **Number of hours:** 111.06
 - **Number of utterances:** 110,431
@@ -126,11 +126,10 @@ To get started, follow the instructions for [installing MFA](https://montreal-fo
   - **Male speakers:** 377
   - **Unknown speakers:** 1,016
 
-
 #### GlobalPhone Turkish
 
 - **Source:** https://catalogue.elra.info/en-us/repository/browse/ELRA-S0206/
-- **License:** ELRA
+- **License:** [ELRA](https://www.elra.info/en/services-around-lrs/distribution/licensing/)
 - **Dialects:** N/A
 - **Number of hours:** 17.12
 - **Number of utterances:** 6,949
@@ -139,7 +138,6 @@ To get started, follow the instructions for [installing MFA](https://montreal-fo
   - **Male speakers:** 28
   - **Unknown speakers:** 0
 
-
 ### Training Procedure
 
 <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->

acoustic/final.alimdl

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acoustic/final.mdl

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acoustic/meta.json

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-{"phones": ["a", "aː", "b", "bː", "c", "cː", "dʒ", "dʒː", "d̪", "d̪ː", "e", "eː", "f", "fː", "h", "hː", "i", "iː", "j", "jː", "k", "kː", "m", "mː", "n̪", "n̪ː", "o", "oː", "p", "pː", "s̪", "s̪ː", "tʃ", "tʃː", "t̪", "t̪ː", "u", "uː", "v", "vː", "y", "yː", "z̪", "z̪ː", "ç", "çː", "ø", "øː", "ŋ", "œ", "ɛ", "ɟ", "ɟː", "ɡ", "ɡː", "ɨ", "ɪ", "ɫ", "ɫː", "ɯ", "ɯː", "ɲ", "ɾ", "ɾː", "ʃ", "ʃː", "ʊ", "ʎ", "ʎː", "ʏ", "ʒ"], "phone_mapping": {"<eps>": 0, "sil": 1, "spn": 2, "a": 3, "aː": 4, "b": 5, "bː": 6, "c": 7, "cː": 8, "dʒ": 9, "dʒː": 10, "d̪": 11, "d̪ː": 12, "e": 13, "eː": 14, "f": 15, "fː": 16, "h": 17, "hː": 18, "i": 19, "iː": 20, "j": 21, "jː": 22, "k": 23, "kː": 24, "m": 25, "mː": 26, "n̪": 27, "n̪ː": 28, "o": 29, "oː": 30, "p": 31, "pː": 32, "s̪": 33, "s̪ː": 34, "tʃ": 35, "tʃː": 36, "t̪": 37, "t̪ː": 38, "u": 39, "uː": 40, "v": 41, "vː": 42, "y": 43, "yː": 44, "z̪": 45, "z̪ː": 46, "ç": 47, "çː": 48, "ø": 49, "øː": 50, "ŋ": 51, "œ": 52, "ɛ": 53, "ɟ": 54, "ɟː": 55, "ɡ": 56, "ɡː": 57, "ɨ": 58, "ɪ": 59, "ɫ": 60, "ɫː": 61, "ɯ": 62, "ɯː": 63, "ɲ": 64, "ɾ": 65, "ɾː": 66, "ʃ": 67, "ʃː": 68, "ʊ": 69, "ʎ": 70, "ʎː": 71, "ʏ": 72, "ʒ": 73}, "phone_groups": {"0": ["a", "aː"], "1": ["b", "bː"], "2": ["c", "cː", "k", "kː"], "3": ["dʒ", "dʒː"], "4": ["d̪", "d̪ː"], "5": ["e", "eː", "ɛ"], "6": ["f", "fː"], "7": ["h", "hː", "ç", "çː"], "8": ["i", "iː", "ɪ"], "9": ["j", "jː"], "10": ["m", "mː"], "11": ["n̪", "n̪ː", "ɲ"], "12": ["o", "oː"], "13": ["p", "pː"], "14": ["s̪", "s̪ː"], "15": ["tʃ", "tʃː"], "16": ["t̪", "t̪ː"], "17": ["u", "uː", "ʊ"], "18": ["v", "vː"], "19": ["y", "yː", "ʏ"], "20": ["z̪", "z̪ː"], "21": ["ø", "øː", "œ"], "22": ["ŋ"], "23": ["ɟ", "ɟː", "ɡ", "ɡː"], "24": ["ɫ", "ɫː", "ʎ", "ʎː"], "25": ["ɨ", "ɯ", "ɯː"], "26": ["ɾ", "ɾː"], "27": ["ʃ", "ʃː"], "28": ["ʒ"]}, "version": "3.3.0", "architecture": "gmm-hmm", "train_date": "2026-06-09 13:48:58.519020", "training": {"audio_duration": 459724.6115675639, "num_speakers": 1553, "num_utterances": 116904, "num_oovs": 0, 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[0.10708629386764104, 0.05496594166381721], "u": [0.08878458932125483, 0.04623014728735923], "uː": [0.15511516219987292, 0.05822563382273785], "v": [0.04275738862218908, 0.04343724698453894], "vː": [0.026026986550534148, 0.02567325772353448], "y": [0.0840929059827963, 0.04404955783819389], "yː": [0.16543325094344744, 0.06859833871131601], "z̪": [0.11222187558352399, 0.074566660821869], "z̪ː": [0.10989581219231088, 0.02907322591356964], "ʃː": [0.18000003695487976, 0.025298187730808715], "ç": [0.07650342629910947, 0.04534195995247958], "çː": [0.09319999694824219, 0.036482857969436684], "ø": [0.11677109559537498, 0.04605891101339663], "øː": [0.16052231611734635, 0.04927967165705564], "ŋ": [0.09905051417799308, 0.03248873525495071], "ɛ": [0.13879950136035357, 0.07081180835073891], "ɟ": [0.07489145673020238, 0.032899135868807834], "ɟː": [0.1266667048136393, 0.06350833139337445], "ɡ": [0.06616046658562229, 0.031197437966681625], "ɨ": [0.04663816663515137, 0.026839790713015173], "ɪ": [0.010064897931888903, 0.0009236715935636023], "ɫ": [0.030094948916830497, 0.05196287938138448], "ɫː": [0.010717474639923117, 0.019397146220186588], "ɯ": [0.08636731655416101, 0.04980845945531611], "ɯː": [0.1379849359979102, 0.06501458304660847], "ɲ": [0.013395333078696801, 0.02926354542860689], "ɾ": [0.04281202498045599, 0.07374480859918427], "ɾː": [0.012914794025266118, 0.017085545663897604], "ʃ": [0.12608200704070266, 0.04784108568477238], "ʊ": [0.11530268734408068, 0.057188699711475686], "ʎ": [0.022794385176713405, 0.0430759399619932], "ʎː": [0.025277547811941692, 0.042644116734699526], "ʏ": [0.1296989201205229, 0.058999454425038414], "ʒ": [0.09647527547749186, 0.034625923269549046]}}
+{"phones": ["a", "aː", "b", "bː", "c", "cː", "dʒ", "dʒː", "d̪", "d̪ː", "e", "eː", "f", "fː", "h", "hː", "i", "iː", "j", "jː", "k", "kː", "m", "mː", "n̪", "n̪ː", "o", "oː", "p", "pː", "s̪", "s̪ː", "tʃ", "tʃː", "t̪", "t̪ː", "u", "uː", "v", "vː", "y", "yː", "z̪", "z̪ː", "ç", "çː", "ø", "øː", "ŋ", "œ", "ɛ", "ɟ", "ɟː", "ɡ", "ɡː", "ɨ", "ɪ", "ɫ", "ɫː", "ɯ", "ɯː", "ɲ", "ɾ", "ɾː", "ʃ", "ʃː", "ʊ", "ʎ", "ʎː", "ʏ", "ʒ"], "phone_mapping": {"<eps>": 0, "sil": 1, "spn": 2, "a": 3, "aː": 4, "b": 5, "bː": 6, "c": 7, "cː": 8, "dʒ": 9, "dʒː": 10, "d̪": 11, "d̪ː": 12, "e": 13, "eː": 14, "f": 15, "fː": 16, "h": 17, "hː": 18, "i": 19, "iː": 20, "j": 21, "jː": 22, "k": 23, "kː": 24, "m": 25, "mː": 26, "n̪": 27, "n̪ː": 28, "o": 29, "oː": 30, "p": 31, "pː": 32, "s̪": 33, "s̪ː": 34, "tʃ": 35, "tʃː": 36, "t̪": 37, "t̪ː": 38, "u": 39, "uː": 40, "v": 41, "vː": 42, "y": 43, "yː": 44, "z̪": 45, "z̪ː": 46, "ç": 47, "çː": 48, "ø": 49, "øː": 50, "ŋ": 51, "œ": 52, "ɛ": 53, "ɟ": 54, "ɟː": 55, "ɡ": 56, "ɡː": 57, "ɨ": 58, "ɪ": 59, "ɫ": 60, "ɫː": 61, "ɯ": 62, "ɯː": 63, "ɲ": 64, "ɾ": 65, "ɾː": 66, "ʃ": 67, "ʃː": 68, "ʊ": 69, "ʎ": 70, "ʎː": 71, "ʏ": 72, "ʒ": 73}, "phone_groups": {"0": ["a", "aː"], "1": ["b", "bː"], "2": ["c", "cː", "k", "kː"], "3": ["dʒ", "dʒː"], "4": ["d̪", "d̪ː"], "5": ["e", "eː", "ɛ"], "6": ["f", "fː"], "7": ["h", "hː", "ç", "çː"], "8": ["i", "iː", "ɪ"], "9": ["j", "jː"], "10": ["m", "mː"], "11": ["n̪", "n̪ː", "ɲ"], "12": ["o", "oː"], "13": ["p", "pː"], "14": ["s̪", "s̪ː"], "15": ["tʃ", "tʃː"], "16": ["t̪", "t̪ː"], "17": ["u", "uː", "ʊ"], "18": ["v", "vː"], "19": ["y", "yː", "ʏ"], "20": ["z̪", "z̪ː"], "21": ["ø", "øː", "œ"], "22": ["ŋ"], "23": ["ɟ", "ɟː", "ɡ", "ɡː"], "24": ["ɫ", "ɫː", "ʎ", "ʎː"], "25": ["ɨ", "ɯ", "ɯː"], "26": ["ɾ", "ɾː"], "27": ["ʃ", "ʃː"], "28": ["ʒ"]}, "version": "3.4.3", "architecture": "gmm-hmm", "train_date": "2026-10-12 15:57:36.826533", "training": {"audio_duration": 460008.403286317, "num_speakers": 1553, "num_utterances": 116970, "num_oovs": 0, "average_log_likelihood": -56.330616871981356}, "dictionaries": {"names": ["turkish_mfa"], "default": "turkish_mfa", "silence_word": "<eps>", "oov_word": "<unk>", "bracketed_word": "[bracketed]", "laughter_word": "[laughter]", "clitic_marker": "'", "position_dependent_phones": false}, "language": "unknown", "tokenization": "simple", "features": {"type": "mfcc", "use_energy": false, "frame_shift": 10, "frame_length": 25, "snip_edges": false, "low_frequency": 20, "high_frequency": 7800, "sample_frequency": 16000, "dither": 0.0, "energy_floor": 0.0, "num_coefficients": 13, "num_mel_bins": 23, "cepstral_lifter": 22, "preemphasis_coefficient": 0.97, "uses_cmvn": true, "uses_deltas": true, "uses_voiced": false, "uses_splices": false, "uses_speaker_adaptation": true, "use_pitch": false, "use_voicing": false, "min_f0": 50, "max_f0": 800, "delta_pitch": 0.005, "penalty_factor": 0.1, "silence_weight": 0.0, "splice_left_context": 3, "splice_right_context": 3}, "oov_phone": "spn", "optional_silence_phone": "sil", "phone_set_type": "UNKNOWN", "silence_probability": 0.23, "initial_silence_probability": 0.23, "final_silence_correction": 0.99, "final_non_silence_correction": 0.35, "duration_information": {"a": [-2.500734872577706, 0.47369702518077683], "aː": [-1.8256699930687268, 0.39322645520406974], "b": [-2.8099629199445797, 0.39701320079532093], "bː": [-2.0696046553081624, 0.47233569826057226], "c": [-2.5501349235953374, 0.43449564409961444], "cː": [-2.5366583273317884, 0.33281541332710846], "dʒ": [-2.6419109244888688, 0.2673576647885842], "dʒː": [-2.368088257974211, 0.3255206307030943], "d̪": [-2.8885637410937504, 0.4181149560958813], "d̪ː": [-2.6827978754196633, 0.4785283387037912], "e": [-2.546281821338106, 0.4629374303694355], "eː": [-2.234047996433694, 0.6080597320227445], "f": [-2.443029981904753, 0.41946869742107956], "fː": [-2.322979940764737, 0.4700668206378657], "h": [-2.6716351860157226, 0.6561511161516961], "hː": [-2.811149700558139, 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acoustic/tree

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7a200240ee0db19491093edc3f2f7c9b254529f1c738dccf6912a4c26048e7a7
-size 283704
+oid sha256:a6543b000a85cfacfd1ced47ae807f8bdb8605d5d39693e16993fd2b29587898
+size 293340

dictionary/rules.yaml

@@ -3,73 +3,73 @@ dialects:
   - following_context: ''
     non_silence_before_correction: -0.02
     preceding_context: ''
-    probability: 0.07
+    probability: 0.09
     replacement: iː
     segment: i j i
-    silence_after_probability: 0.12
+    silence_after_probability: 0.14
     silence_before_correction: 0.02
   - following_context: ''
     non_silence_before_correction: -0.01
     preceding_context: ''
-    probability: 0.06
+    probability: 0.07
     replacement: eː
     segment: e j e
-    silence_after_probability: 0.35
-    silence_before_correction: 0.01
+    silence_after_probability: 0.34
+    silence_before_correction: 0.02
   - following_context: ''
     non_silence_before_correction: 0.0
     preceding_context: ''
-    probability: 0.05
+    probability: 0.06
     replacement: eː
     segment: a j a
-    silence_after_probability: 0.23
+    silence_after_probability: 0.22
     silence_before_correction: -0.01
   - following_context: $
-    non_silence_before_correction: -0.02
+    non_silence_before_correction: -0.03
     preceding_context: ''
     probability: 0.03
     replacement: ɪ
     segment: i
-    silence_after_probability: 0.42
-    silence_before_correction: 0.03
+    silence_after_probability: 0.4
+    silence_before_correction: 0.05
   - following_context: $
-    non_silence_before_correction: -0.08
+    non_silence_before_correction: -0.09
     preceding_context: ''
     probability: 0.19
     replacement: ɛ
     segment: e
-    silence_after_probability: 0.52
+    silence_after_probability: 0.55
     silence_before_correction: 0.19
   - following_context: $
-    non_silence_before_correction: -0.04
+    non_silence_before_correction: -0.05
     preceding_context: ''
-    probability: 0.11
+    probability: 0.08
     replacement: ʏ
     segment: y
-    silence_after_probability: 0.76
-    silence_before_correction: 0.06
+    silence_after_probability: 0.52
+    silence_before_correction: 0.07
   - following_context: $
-    non_silence_before_correction: 0.17
+    non_silence_before_correction: -0.02
     preceding_context: ''
     probability: 0.01
     replacement: œ
     segment: ø
-    silence_after_probability: 0.76
-    silence_before_correction: -0.21
+    silence_after_probability: 0.81
+    silence_before_correction: 0.02
   - following_context: $
-    non_silence_before_correction: -0.02
+    non_silence_before_correction: -0.04
     preceding_context: ''
-    probability: 0.07
+    probability: 0.24
     replacement: ɨ
     segment: ɯ
-    silence_after_probability: 0.17
-    silence_before_correction: 0.04
+    silence_after_probability: 0.74
+    silence_before_correction: 0.06
   - following_context: $
     non_silence_before_correction: -0.02
     preceding_context: ''
-    probability: 0.21
+    probability: 0.23
     replacement: ʊ
     segment: u
-    silence_after_probability: 0.7
+    silence_after_probability: 0.74
     silence_before_correction: 0.01
 rules: []

g2p/turkish_mfa/meta.json

@@ -1 +1 @@
-{"version": "3.2.0", "architecture": "phonetisaurus", "train_date": "2026-06-07 14:52:56.624479", "phones": ["u", "\u0272", "b\u02d0", "i\u02d0", "m\u02d0", "c\u02d0", "s\u032a", "s\u032a\u02d0", "v\u02d0", "u\u02d0", "\u014b", "\u026f", "e\u02d0", "h\u02d0", "\u025f", "p", "b", "z\u032a\u02d0", "\u00e7\u02d0", "h", "t\u0283", "t\u032a\u02d0", "i", "\u00f8\u02d0", "\u0283\u02d0", "\u0292", "\u026f\u02d0", "j\u02d0", "m", "v", "\u026b", "z\u032a", "d\u032a", "k\u02d0", "\u00e7", "o", "\u027e", "d\u0292", "n\u032a\u02d0", "\u0261", "\u026b\u02d0", "c", "e", "f", "y\u02d0", "t\u0283\u02d0", "o\u02d0", "\u027e\u02d0", "\u0283", "a", "\u00f8", "n\u032a", "j", "p\u02d0", "\u025f\u02d0", "k", "\u0261\u02d0", "d\u0292\u02d0", "\u028e", "y", "f\u02d0", "\u028e\u02d0", "d\u032a\u02d0", "a\u02d0", "t\u032a"], "graphemes": ["u", "\u00e2", "t", "p", "g", "\u015f", "b", "s", "i", "\u00fb", "r", "\u00ee", "m", "x", "v", "\u00e7", "o", "d", "c", "e", "f", "n", "\u011f", "a", "\u0131", "j", "l", "\u00f6", "k", "\u00fc", "y", "'", "z", "h"], "grapheme_order": 2, "phone_order": 2, "sequence_separator": "|", "unicode_decomposition": false, "evaluation": {"num_words": 4340, "word_error_rate": null, "phone_error_rate": null}, "training": {"num_words": 39071, "num_graphemes": 34, "num_phones": 65}}
+{"version": "3.2.0", "architecture": "phonetisaurus", "train_date": "2026-06-07 14:52:56.624479", "phones": ["c\u02d0", "h\u02d0", "i", "\u0261\u02d0", "\u0261", "\u027e\u02d0", "f", "j", "\u0283", "d\u0292", "d\u032a\u02d0", "a", "t\u0283", "y", "v\u02d0", "t\u0283\u02d0", "\u00f8", "c", "k", "t\u032a", "e", "v", "b", "a\u02d0", "d\u0292\u02d0", "f\u02d0", "\u0272", "\u028e", "p\u02d0", "\u025f\u02d0", "\u0292", "k\u02d0", "\u026b", "t\u032a\u02d0", "\u026b\u02d0", "s\u032a", "m", "\u028e\u02d0", "j\u02d0", "z\u032a", "m\u02d0", "u", "o", "z\u032a\u02d0", "i\u02d0", "n\u032a\u02d0", "\u00e7", "\u027e", "b\u02d0", "\u014b", "n\u032a", "\u00f8\u02d0", "\u0283\u02d0", "p", "y\u02d0", "u\u02d0", "e\u02d0", "\u00e7\u02d0", "s\u032a\u02d0", "\u026f", "o\u02d0", "\u026f\u02d0", "h", "\u025f", "d\u032a"], "graphemes": ["\u00ee", "i", "\u00f6", "f", "j", "y", "a", "\u00fb", "c", "k", "e", "v", "b", "z", "s", "x", "m", "u", "o", "d", "\u00e7", "'", "t", "n", "p", "\u00fc", "\u00e2", "r", "\u011f", "l", "g", "h", "\u015f", "\u0131"], "grapheme_order": 2, "phone_order": 2, "sequence_separator": "|", "unicode_decomposition": false, "evaluation": {"num_words": 4340, "word_error_rate": null, "phone_error_rate": null}, "training": {"num_words": 39071, "num_graphemes": 34, "num_phones": 65}}