Hugging Face's logo

harrrshall
/
kriti

Automatic Speech Recognition
NeMo
Nepali
nepali
rnnt
conformer
speech
Model card Files
xet
 Community
harrrshall commited on
Commit
762d1c1
·
verified ·
1 Parent(s): 54aac0e

release kriti nepali asr

Browse files
Files changed (8) hide show
  1. .gitattributes +1 -0
  2. LICENSE +21 -0
  3. NOTICE +12 -0
  4. README.md +84 -0
  5. benchmark.json +594 -0
  6. kriti.nemo +3 -0
  7. model.json +23 -0
  8. punctuation_head.json +1 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ kriti.nemo filter=lfs diff=lfs merge=lfs -text
LICENSE ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
2
+
3
+ Copyright (c) 2026 Kriti contributors
4
+
5
+ Permission is hereby granted, free of charge, to any person obtaining a copy
6
+ of this software and associated documentation files (the "Software"), to deal
7
+ in the Software without restriction, including without limitation the rights
8
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9
+ copies of the Software, and to permit persons to whom the Software is
10
+ furnished to do so, subject to the following conditions:
11
+
12
+ The above copyright notice and this permission notice shall be included in all
13
+ copies or substantial portions of the Software.
14
+
15
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21
+ SOFTWARE.
NOTICE ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Kriti includes weights derived from AI4Bharat IndicConformer.
2
+
3
+ Base model:
4
+ ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large
5
+ revision cd09ba7720f3b17d259f6bfd03e1463bc5ba517d
6
+
7
+ The upstream model card declares the model under the MIT License. The original
8
+ model card and attribution are available at:
9
+ https://huggingface.co/ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large
10
+
11
+ The OpenSLR, FLEURS, and IndicVoices source materials retain their own licenses
12
+ and are not redistributed in this repository or the model repository.
README.md ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - ne
4
+ license: mit
5
+ library_name: nemo
6
+ pipeline_tag: automatic-speech-recognition
7
+ tags:
8
+ - nepali
9
+ - rnnt
10
+ - conformer
11
+ - speech
12
+ base_model: ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large
13
+ ---
14
+
15
+ # kriti
16
+
17
+ kriti sets a new efficiency frontier for open nepali asr with 119,462,146 live
18
+ parameters. it is joint first in our 19-system development benchmark, records
19
+ the best raw wer in that evaluated field, and leads the fine-tuned qwen3 nepali
20
+ asr model, whisper large v3,
21
+ and mms 1b variants while being far smaller. it is derived from the
22
+ mit-licensed ai4bharat nepali indicconformer and retains its attribution.
23
+
24
+ ## results
25
+
26
+ | rank | model | punctuation-insensitive wer | raw wer |
27
+ |---:|---|---:|---:|
28
+ | 1 | <mark>kriti</mark> | <mark>24.0773%</mark> | <mark>24.6854%</mark> |
29
+ | 1 | ai4bharat nepali indicconformer rnnt | 24.0773% | 25.1928% |
30
+ | 3 | ai4bharat nepali indicconformer ctc | 25.3109% | 26.4313% |
31
+ | 4 | qwen3 asr nepali fine-tuned | 52.4043% | 55.5196% |
32
+ | 5 | whisper large v3 nepali | 55.7059% | 57.8369% |
33
+ | 6 | whisper large v3 nepali openslr | 55.7678% | 57.4514% |
34
+ | 7 | whisper medium nepali | 58.4027% | 60.8634% |
35
+ | 8 | meta mms 1b all, nepali adapter | 60.1274% | 61.2749% |
36
+ | 9 | mms 1b nepali | 60.7661% | 63.2307% |
37
+ | 10 | xls-r 300m nepali | 62.8900% | 63.9039% |
38
+
39
+ the benchmark uses a frozen 3,630-utterance development view. each listed
40
+ system was loaded and evaluated twice with identical prediction hashes. kriti
41
+ is joint first on the primary punctuation-insensitive metric and has the lower
42
+ raw wer through its acoustic danda head. this is model-selection evidence, not
43
+ an untouched test claim.
44
+
45
+ ## architecture
46
+
47
+ ```text
48
+ 16 khz audio -> 80-bin log-mel -> 17 conformer blocks -> 257-token nepali rnnt
49
+ -> 1,024 pooled encoder features -> 1,025-parameter danda head
50
+ ```
51
+
52
+ the conformer has width 512, eight attention heads, four-times subsampling, and
53
+ kernel width 31. the prediction and joint networks have width 640. the public
54
+ loader retains only the nepali joint head and compacts the prediction embedding
55
+ at load time.
56
+
57
+ ## usage
58
+
59
+ ```bash
60
+ git clone https://github.com/harrrshall/kriti
61
+ cd kriti
62
+ python -m venv .venv
63
+ source .venv/bin/activate
64
+ pip install -e '.[runtime]'
65
+ kriti audio.wav
66
+ ```
67
+
68
+ ```python
69
+ from kriti import load_model
70
+
71
+ model = load_model()
72
+ print(model.transcribe("audio.wav"))
73
+ ```
74
+
75
+ input must be mono 16 khz audio. artifact hashes and the exact live parameter
76
+ count are verified by the loader. see the
77
+ [github repository](https://github.com/harrrshall/kriti) for architecture,
78
+ training, data provenance, benchmark protocol, and metric code.
79
+
80
+ ## license and data
81
+
82
+ code and derived weights are released under mit with ai4bharat attribution.
83
+ the training sources retain their original terms. no raw audio, transcripts,
84
+ speaker metadata, or gated source rows are redistributed.
benchmark.json ADDED
@@ -0,0 +1,594 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema_version": 2,
3
+ "name": "kriti-nepali-asr-completed-snapshot-v1",
4
+ "scope": {
5
+ "evaluated_systems": 19,
6
+ "replicates_per_system": 2,
7
+ "records": 3630,
8
+ "view_sha256": "2374cac54831ce9c69282503763d7f1e12ada0404ae34ed471a7538cdae6c61f",
9
+ "sources": {
10
+ "fleurs_ne_np": 304,
11
+ "indicvoices_nepali": 2569,
12
+ "openslr54": 757
13
+ },
14
+ "primary_metric": "punctuation_insensitive_wer",
15
+ "tie_policy": "exact primary error ratios share a competition rank",
16
+ "selection_view": true
17
+ },
18
+ "systems": [
19
+ {
20
+ "rank": 1,
21
+ "key": "kriti",
22
+ "model": "kriti",
23
+ "model_id": "harrrshall/kriti",
24
+ "revision": "artifact-hashes-in-model.json",
25
+ "processor_id": null,
26
+ "processor_revision": null,
27
+ "backend": "ai4bharat_nemo_with_acoustic_danda_head",
28
+ "decoder": "rnnt",
29
+ "language": "ne",
30
+ "decode_configuration": {
31
+ "batch_fallbacks_allowed": false,
32
+ "batch_size": 32,
33
+ "compact_prediction_embedding": true,
34
+ "decoder": "rnnt",
35
+ "language_id": "ne",
36
+ "nepali_only_runtime_prune": true,
37
+ "punctuation_threshold": 0.711,
38
+ "sampling": false
39
+ },
40
+ "replicate_prediction_sha256": [
41
+ "1a42d4b0b527f2c21a4a28dfa84e7a2d769762bc4a6d80c59a12821e85b89f0f",
42
+ "1a42d4b0b527f2c21a4a28dfa84e7a2d769762bc4a6d80c59a12821e85b89f0f"
43
+ ],
44
+ "punctuation_insensitive_wer": 0.2407729005728886,
45
+ "punctuation_insensitive_cer": 0.08287672638469905,
46
+ "raw_wer": 0.24685364976627114,
47
+ "raw_cer": 0.08404221560257552,
48
+ "artifact_sha256": {
49
+ "kriti.nemo": "0144854f0cc78f4b6115b75089fad632c39207d5256e53f92da996b9bbe43582",
50
+ "punctuation_head.json": "5874b6fc6b4f1172dffa249a42f5054ffe196cff9b97854fe180eafc4134e9bb"
51
+ },
52
+ "release_validation": {
53
+ "predictions_sha256": "1a42d4b0b527f2c21a4a28dfa84e7a2d769762bc4a6d80c59a12821e85b89f0f",
54
+ "benchmark_hypothesis_mismatches": 0
55
+ }
56
+ },
57
+ {
58
+ "rank": 1,
59
+ "key": "ai4bharat-ne-hybrid-rnnt",
60
+ "model": "AI4Bharat Nepali IndicConformer hybrid (RNNT)",
61
+ "model_id": "ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large",
62
+ "revision": "cd09ba7720f3b17d259f6bfd03e1463bc5ba517d",
63
+ "processor_id": null,
64
+ "processor_revision": null,
65
+ "backend": "ai4bharat_nemo",
66
+ "decoder": "rnnt",
67
+ "language": "ne",
68
+ "decode_configuration": {
69
+ "batch_fallbacks_allowed": false,
70
+ "batch_size": 32,
71
+ "compact_prediction_embedding": false,
72
+ "decoder": "rnnt",
73
+ "language_id": "ne",
74
+ "nepali_only_runtime_prune": false,
75
+ "sampling": false
76
+ },
77
+ "replicate_prediction_sha256": [
78
+ "3656a93d28c3d1fb6dfea1c3ab7e3df6eb66a58820064e03ec331a2dee01f94b",
79
+ "3656a93d28c3d1fb6dfea1c3ab7e3df6eb66a58820064e03ec331a2dee01f94b"
80
+ ],
81
+ "punctuation_insensitive_wer": 0.2407729005728886,
82
+ "punctuation_insensitive_cer": 0.08287672638469905,
83
+ "raw_wer": 0.25192776379399895,
84
+ "raw_cer": 0.08501127728471647
85
+ },
86
+ {
87
+ "rank": 3,
88
+ "key": "ai4bharat-ne-hybrid-ctc",
89
+ "model": "AI4Bharat Nepali IndicConformer hybrid (CTC)",
90
+ "model_id": "ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large",
91
+ "revision": "cd09ba7720f3b17d259f6bfd03e1463bc5ba517d",
92
+ "processor_id": null,
93
+ "processor_revision": null,
94
+ "backend": "ai4bharat_nemo",
95
+ "decoder": "ctc",
96
+ "language": "ne",
97
+ "decode_configuration": {
98
+ "batch_fallbacks_allowed": false,
99
+ "batch_size": 32,
100
+ "compact_prediction_embedding": false,
101
+ "decoder": "ctc",
102
+ "language_id": "ne",
103
+ "nepali_only_runtime_prune": false,
104
+ "sampling": false
105
+ },
106
+ "replicate_prediction_sha256": [
107
+ "c47ad3a6bac4c1d7b46712cc9836d72dd71e90b2dbb472d65c1585fa92ba1340",
108
+ "c47ad3a6bac4c1d7b46712cc9836d72dd71e90b2dbb472d65c1585fa92ba1340"
109
+ ],
110
+ "punctuation_insensitive_wer": 0.25310896860091425,
111
+ "punctuation_insensitive_cer": 0.08451503895695239,
112
+ "raw_wer": 0.26431339646010626,
113
+ "raw_cer": 0.08665595239313877
114
+ },
115
+ {
116
+ "rank": 4,
117
+ "key": "qwen3-asr-nepali-public",
118
+ "model": "Qwen3-ASR-Nepali (fine-tuned Nepali ASR)",
119
+ "model_id": "sidskarki/Qwen3-ASR-Nepali",
120
+ "revision": "6ae9dd5306dde33ff2507820c626bac6fb867a7f",
121
+ "processor_id": null,
122
+ "processor_revision": null,
123
+ "backend": "qwen3",
124
+ "decoder": null,
125
+ "language": "Nepali",
126
+ "decode_configuration": {
127
+ "batch_fallbacks_allowed": false,
128
+ "batch_size": 16,
129
+ "decoder": null,
130
+ "generation_prompt": null,
131
+ "language": "Nepali",
132
+ "max_new_tokens": null,
133
+ "precision": "backend_declared",
134
+ "sampling": false
135
+ },
136
+ "replicate_prediction_sha256": [
137
+ "f6a7268de4cc2bc2f3944453efcab325978e7b9551300731672308f8f0fa1ecc",
138
+ "f6a7268de4cc2bc2f3944453efcab325978e7b9551300731672308f8f0fa1ecc"
139
+ ],
140
+ "punctuation_insensitive_wer": 0.5240433558895742,
141
+ "punctuation_insensitive_cer": 0.24217611689137886,
142
+ "raw_wer": 0.5551959726717008,
143
+ "raw_cer": 0.24943784185868761
144
+ },
145
+ {
146
+ "rank": 5,
147
+ "key": "whisper-large-v3-nepali-kiranpantha",
148
+ "model": "Whisper large-v3 Nepali (kiranpantha)",
149
+ "model_id": "kiranpantha/whisper-large-v3-nepali",
150
+ "revision": "934c2bfe2955282afec7c7ad9271b3e9ce6c7587",
151
+ "processor_id": "openai/whisper-large-v3",
152
+ "processor_revision": "06f233fe06e710322aca913c1bc4249a0d71fce1",
153
+ "backend": "whisper",
154
+ "decoder": null,
155
+ "language": "ne",
156
+ "decode_configuration": {
157
+ "batch_fallbacks_allowed": false,
158
+ "batch_size": 16,
159
+ "decoder": null,
160
+ "generation_prompt": null,
161
+ "language": "ne",
162
+ "max_new_tokens": 256,
163
+ "precision": "float32",
164
+ "sampling": false
165
+ },
166
+ "replicate_prediction_sha256": [
167
+ "a5210ed5016f1e46815c2132073a828f2c1f53d646212df48e51433d3579f0cb",
168
+ "a5210ed5016f1e46815c2132073a828f2c1f53d646212df48e51433d3579f0cb"
169
+ ],
170
+ "punctuation_insensitive_wer": 0.5570593049484001,
171
+ "punctuation_insensitive_cer": 0.24941342253415147,
172
+ "raw_wer": 0.57836909185345,
173
+ "raw_cer": 0.253969228879403
174
+ },
175
+ {
176
+ "rank": 6,
177
+ "key": "whisper-large-v3-nepali-openslr",
178
+ "model": "Whisper large-v3 Nepali OpenSLR",
179
+ "model_id": "Dragneel/whisper-large-v3-nepali-openslr",
180
+ "revision": "e621bbb7a0ade7e047e2255cb947d2e4110d2466",
181
+ "processor_id": null,
182
+ "processor_revision": null,
183
+ "backend": "whisper",
184
+ "decoder": null,
185
+ "language": "ne",
186
+ "decode_configuration": {
187
+ "batch_fallbacks_allowed": false,
188
+ "batch_size": 16,
189
+ "decoder": null,
190
+ "generation_prompt": null,
191
+ "language": "ne",
192
+ "max_new_tokens": 256,
193
+ "precision": "float32",
194
+ "sampling": false
195
+ },
196
+ "replicate_prediction_sha256": [
197
+ "d0edc9cc89282843634bd124f86e220e9a37eaafda54047b279122a94a417e5a",
198
+ "d0edc9cc89282843634bd124f86e220e9a37eaafda54047b279122a94a417e5a"
199
+ ],
200
+ "punctuation_insensitive_wer": 0.557678104477314,
201
+ "punctuation_insensitive_cer": 0.24670456333326493,
202
+ "raw_wer": 0.5745135642654521,
203
+ "raw_cer": 0.2506082226931043
204
+ },
205
+ {
206
+ "rank": 7,
207
+ "key": "nepali-asr-whisper-medium-paudeletal",
208
+ "model": "Whisper Medium Nepali (Paudel et al.)",
209
+ "model_id": "sumanpaudel1997/nepali-asr-whisper-medium",
210
+ "revision": "885f18aa455eedc1df0b99823977819f26e63d75",
211
+ "processor_id": "openai/whisper-medium",
212
+ "processor_revision": "abdf7c39ab9d0397620ccaea8974cc764cd0953e",
213
+ "backend": "whisper",
214
+ "decoder": null,
215
+ "language": "ne",
216
+ "decode_configuration": {
217
+ "batch_fallbacks_allowed": false,
218
+ "batch_size": 16,
219
+ "decoder": null,
220
+ "generation_prompt": null,
221
+ "language": "ne",
222
+ "max_new_tokens": 256,
223
+ "precision": "float32",
224
+ "sampling": false
225
+ },
226
+ "replicate_prediction_sha256": [
227
+ "194b9832531b87132798b3308287e932390d1fa88f4798ef5382fd8a3a72f7be",
228
+ "194b9832531b87132798b3308287e932390d1fa88f4798ef5382fd8a3a72f7be"
229
+ ],
230
+ "punctuation_insensitive_wer": 0.5840269876439707,
231
+ "punctuation_insensitive_cer": 0.27638914540964654,
232
+ "raw_wer": 0.6086339845778896,
233
+ "raw_cer": 0.282310870893004
234
+ },
235
+ {
236
+ "rank": 8,
237
+ "key": "mms-1b-all-npi",
238
+ "model": "Meta MMS-1B-All (Nepali adapter)",
239
+ "model_id": "facebook/mms-1b-all",
240
+ "revision": "3d33597edbdaaba14a8e858e2c8caa76e3cec0cd",
241
+ "processor_id": null,
242
+ "processor_revision": null,
243
+ "backend": "mms",
244
+ "decoder": null,
245
+ "language": "npi",
246
+ "decode_configuration": {
247
+ "batch_fallbacks_allowed": false,
248
+ "batch_size": 32,
249
+ "decoder": null,
250
+ "generation_prompt": null,
251
+ "language": "npi",
252
+ "max_new_tokens": null,
253
+ "precision": "float32",
254
+ "sampling": false
255
+ },
256
+ "replicate_prediction_sha256": [
257
+ "dcbefc9587c2fd7ec2163c8576e1f5df4c02be843ff865aec895e76ff3afa26c",
258
+ "dcbefc9587c2fd7ec2163c8576e1f5df4c02be843ff865aec895e76ff3afa26c"
259
+ ],
260
+ "punctuation_insensitive_wer": 0.6012735293530551,
261
+ "punctuation_insensitive_cer": 0.22785541806042944,
262
+ "raw_wer": 0.6127492109153382,
263
+ "raw_cer": 0.23010779105119308
264
+ },
265
+ {
266
+ "rank": 9,
267
+ "key": "nepali-asr-mms-1b",
268
+ "model": "MMS-1B Nepali (Paudel et al.)",
269
+ "model_id": "sumanpaudel1997/nepali-asr-mms-1b",
270
+ "revision": "1757b0fdf60ded4d5fa3294b63eba48ad4e5a32f",
271
+ "processor_id": null,
272
+ "processor_revision": null,
273
+ "backend": "ctc",
274
+ "decoder": null,
275
+ "language": "ne",
276
+ "decode_configuration": {
277
+ "batch_fallbacks_allowed": false,
278
+ "batch_size": 32,
279
+ "decoder": null,
280
+ "generation_prompt": null,
281
+ "language": "ne",
282
+ "max_new_tokens": null,
283
+ "precision": "float32",
284
+ "sampling": false
285
+ },
286
+ "replicate_prediction_sha256": [
287
+ "ffc35c3a19103d277d1304a1260c07fc29395be452b7eae79693bab6bdbb443e",
288
+ "ffc35c3a19103d277d1304a1260c07fc29395be452b7eae79693bab6bdbb443e"
289
+ ],
290
+ "punctuation_insensitive_wer": 0.6076611373934567,
291
+ "punctuation_insensitive_cer": 0.24783667494373646,
292
+ "raw_wer": 0.6323065244316592,
293
+ "raw_cer": 0.25355976619680826
294
+ },
295
+ {
296
+ "rank": 10,
297
+ "key": "wav2vec2-xlsr-300m-nepali-shniranjan",
298
+ "model": "XLS-R 300M Nepali (shniranjan)",
299
+ "model_id": "shniranjan/wav2vec2-large-xlsr-300m-nepali",
300
+ "revision": "8b2f97cbca949f7d6d805ff5e03b62b82d106198",
301
+ "processor_id": null,
302
+ "processor_revision": null,
303
+ "backend": "ctc",
304
+ "decoder": "greedy",
305
+ "language": "ne",
306
+ "decode_configuration": {
307
+ "batch_fallbacks_allowed": false,
308
+ "batch_size": 32,
309
+ "decoder": "greedy",
310
+ "generation_prompt": null,
311
+ "language": "ne",
312
+ "max_new_tokens": null,
313
+ "precision": "float32",
314
+ "sampling": false
315
+ },
316
+ "replicate_prediction_sha256": [
317
+ "e0fefd12ecd5093565b42743adbb962a7343597a6c586bd163038dcac74e38a1",
318
+ "e0fefd12ecd5093565b42743adbb962a7343597a6c586bd163038dcac74e38a1"
319
+ ],
320
+ "punctuation_insensitive_wer": 0.6288999341277921,
321
+ "punctuation_insensitive_cer": 0.3343525758104346,
322
+ "raw_wer": 0.639038715090495,
323
+ "raw_cer": 0.33592659698976685
324
+ },
325
+ {
326
+ "rank": 11,
327
+ "key": "indicconformer-ne-hybrid",
328
+ "model": "IndicConformer Nepali hybrid",
329
+ "model_id": "sumanpaudel1997/nepali-asr-conformer-hi",
330
+ "revision": "c3bfe5f21003224045a65705568a4cdbc906f71e",
331
+ "processor_id": null,
332
+ "processor_revision": null,
333
+ "backend": "nemo",
334
+ "decoder": null,
335
+ "language": "ne",
336
+ "decode_configuration": {
337
+ "batch_fallbacks_allowed": false,
338
+ "batch_size": 32,
339
+ "decoder": null,
340
+ "language": "ne",
341
+ "sampling": false
342
+ },
343
+ "replicate_prediction_sha256": [
344
+ "7fc6129c5c85ec7f2f2c2c74d7e46368c26024f0483d1d661757307699b14814",
345
+ "7fc6129c5c85ec7f2f2c2c74d7e46368c26024f0483d1d661757307699b14814"
346
+ ],
347
+ "punctuation_insensitive_wer": 0.7036549094756173,
348
+ "punctuation_insensitive_cer": 0.34641589197397854,
349
+ "raw_wer": 0.7326501258540093,
350
+ "raw_cer": 0.35395660378002297
351
+ },
352
+ {
353
+ "rank": 12,
354
+ "key": "seamless-m4t-v2-large-npi",
355
+ "model": "Meta SeamlessM4T v2 large",
356
+ "model_id": "facebook/seamless-m4t-v2-large",
357
+ "revision": "5f8cc790b19fc3f67a61c105133b20b34e3dcb76",
358
+ "processor_id": null,
359
+ "processor_revision": null,
360
+ "backend": "seamless",
361
+ "decoder": null,
362
+ "language": "npi",
363
+ "decode_configuration": {
364
+ "batch_fallbacks_allowed": false,
365
+ "batch_size": 8,
366
+ "decoder": null,
367
+ "generation_prompt": null,
368
+ "language": "npi",
369
+ "max_new_tokens": null,
370
+ "precision": "backend_declared",
371
+ "sampling": false
372
+ },
373
+ "replicate_prediction_sha256": [
374
+ "eb764a7349273e81e9a3da6957fe6e96dabe35c23d3af4051d8a3066361d1eab",
375
+ "eb764a7349273e81e9a3da6957fe6e96dabe35c23d3af4051d8a3066361d1eab"
376
+ ],
377
+ "punctuation_insensitive_wer": 0.7042337864542787,
378
+ "punctuation_insensitive_cer": 0.4389754218911394,
379
+ "raw_wer": 0.7140716768548484,
380
+ "raw_cer": 0.44084799721565376
381
+ },
382
+ {
383
+ "rank": 13,
384
+ "key": "nepali-asr-xlsr-53-paudeletal",
385
+ "model": "XLS-R 53 Nepali (Paudel et al.)",
386
+ "model_id": "sumanpaudel1997/nepali-asr-xlsr-53",
387
+ "revision": "36151186fa385cd83c23969a68e847b90ca377fd",
388
+ "processor_id": null,
389
+ "processor_revision": null,
390
+ "backend": "ctc",
391
+ "decoder": null,
392
+ "language": "ne",
393
+ "decode_configuration": {
394
+ "batch_fallbacks_allowed": false,
395
+ "batch_size": 32,
396
+ "decoder": null,
397
+ "generation_prompt": null,
398
+ "language": "ne",
399
+ "max_new_tokens": null,
400
+ "precision": "float32",
401
+ "sampling": false
402
+ },
403
+ "replicate_prediction_sha256": [
404
+ "759c15b75e93190ebb7c1d8f74bcfdaa71f88987b94cef6b7798b0722051cedd",
405
+ "759c15b75e93190ebb7c1d8f74bcfdaa71f88987b94cef6b7798b0722051cedd"
406
+ ],
407
+ "punctuation_insensitive_wer": 0.7499451064934028,
408
+ "punctuation_insensitive_cer": 0.2936410214314542,
409
+ "raw_wer": 0.7648727476127691,
410
+ "raw_cer": 0.2976520727342212
411
+ },
412
+ {
413
+ "rank": 14,
414
+ "key": "wav2vec2-xlsr-300m-nepali-spktsagar",
415
+ "model": "XLS-R 300M Nepali OpenSLR (spktsagar)",
416
+ "model_id": "spktsagar/wav2vec2-large-xls-r-300m-nepali-openslr",
417
+ "revision": "bcda4d6038be2fdbd8b7af0f6dc7be89e60506a5",
418
+ "processor_id": null,
419
+ "processor_revision": null,
420
+ "backend": "ctc",
421
+ "decoder": null,
422
+ "language": "ne",
423
+ "decode_configuration": {
424
+ "batch_fallbacks_allowed": false,
425
+ "batch_size": 32,
426
+ "decoder": null,
427
+ "generation_prompt": null,
428
+ "language": "ne",
429
+ "max_new_tokens": null,
430
+ "precision": "float32",
431
+ "sampling": false
432
+ },
433
+ "replicate_prediction_sha256": [
434
+ "15adcb1289f57fa6efeec890f2c2433f3893350a1861119d981dc813637c3f90",
435
+ "15adcb1289f57fa6efeec890f2c2433f3893350a1861119d981dc813637c3f90"
436
+ ],
437
+ "punctuation_insensitive_wer": 0.882687586082999,
438
+ "punctuation_insensitive_cer": 0.43844185871520724,
439
+ "raw_wer": 0.8864117623556674,
440
+ "raw_cer": 0.43971856264949655
441
+ },
442
+ {
443
+ "rank": 15,
444
+ "key": "whisper-large-v3",
445
+ "model": "Whisper large-v3",
446
+ "model_id": "openai/whisper-large-v3",
447
+ "revision": "06f233fe06e710322aca913c1bc4249a0d71fce1",
448
+ "processor_id": null,
449
+ "processor_revision": null,
450
+ "backend": "whisper",
451
+ "decoder": null,
452
+ "language": "ne",
453
+ "decode_configuration": {
454
+ "batch_fallbacks_allowed": false,
455
+ "batch_size": 16,
456
+ "decoder": null,
457
+ "generation_prompt": null,
458
+ "language": "ne",
459
+ "max_new_tokens": 256,
460
+ "precision": "float32",
461
+ "sampling": false
462
+ },
463
+ "replicate_prediction_sha256": [
464
+ "ea16f58b9106b2912e2f6559c002248a825497869dd84be2bd9a2d2af786e1e0",
465
+ "ea16f58b9106b2912e2f6559c002248a825497869dd84be2bd9a2d2af786e1e0"
466
+ ],
467
+ "punctuation_insensitive_wer": 0.9702177775116274,
468
+ "punctuation_insensitive_cer": 0.43327724079432506,
469
+ "raw_wer": 0.9755483638978785,
470
+ "raw_cer": 0.4411755673617296
471
+ },
472
+ {
473
+ "rank": 16,
474
+ "key": "vakyansh-wav2vec2-nepali-nem-130",
475
+ "model": "Vakyansh wav2vec2 Nepali",
476
+ "model_id": "Harveenchadha/vakyansh-wav2vec2-nepali-nem-130",
477
+ "revision": "002c6200bcdacd8558e696583361f47e8154df67",
478
+ "processor_id": null,
479
+ "processor_revision": null,
480
+ "backend": "ctc",
481
+ "decoder": null,
482
+ "language": "ne",
483
+ "decode_configuration": {
484
+ "batch_fallbacks_allowed": false,
485
+ "batch_size": 32,
486
+ "decoder": null,
487
+ "generation_prompt": null,
488
+ "language": "ne",
489
+ "max_new_tokens": null,
490
+ "precision": "float32",
491
+ "sampling": false
492
+ },
493
+ "replicate_prediction_sha256": [
494
+ "5c69336150d7c1d68d61e8b42909a9b4cac5683eaf92719aced10beab2953a04",
495
+ "5c69336150d7c1d68d61e8b42909a9b4cac5683eaf92719aced10beab2953a04"
496
+ ],
497
+ "punctuation_insensitive_wer": 1.0157494460746153,
498
+ "punctuation_insensitive_cer": 1.987769090274785,
499
+ "raw_wer": 1.0160214151584162,
500
+ "raw_cer": 1.9832393275257876
501
+ },
502
+ {
503
+ "rank": 17,
504
+ "key": "whisper-large-v3-turbo",
505
+ "model": "Whisper large-v3-turbo",
506
+ "model_id": "openai/whisper-large-v3-turbo",
507
+ "revision": "41f01f3fe87f28c78e2fbf8b568835947dd65ed9",
508
+ "processor_id": null,
509
+ "processor_revision": null,
510
+ "backend": "whisper",
511
+ "decoder": null,
512
+ "language": "ne",
513
+ "decode_configuration": {
514
+ "batch_fallbacks_allowed": false,
515
+ "batch_size": 16,
516
+ "decoder": null,
517
+ "generation_prompt": null,
518
+ "language": "ne",
519
+ "max_new_tokens": 256,
520
+ "precision": "float32",
521
+ "sampling": false
522
+ },
523
+ "replicate_prediction_sha256": [
524
+ "89f4ef288b70c14650fce36a099d6eeb2fdeaa3d5190b0408ed8a9b906e5e365",
525
+ "89f4ef288b70c14650fce36a099d6eeb2fdeaa3d5190b0408ed8a9b906e5e365"
526
+ ],
527
+ "punctuation_insensitive_wer": 1.1123620176856897,
528
+ "punctuation_insensitive_cer": 0.5548783407553339,
529
+ "raw_wer": 1.1184026529226099,
530
+ "raw_cer": 0.5606977244111415
531
+ },
532
+ {
533
+ "rank": 18,
534
+ "key": "qwen3-asr-0.6b-base",
535
+ "model": "Qwen3-ASR 0.6B base",
536
+ "model_id": "Qwen/Qwen3-ASR-0.6B",
537
+ "revision": "5eb144179a02acc5e5ba31e748d22b0cf3e303b0",
538
+ "processor_id": null,
539
+ "processor_revision": null,
540
+ "backend": "qwen3",
541
+ "decoder": null,
542
+ "language": "Nepali",
543
+ "decode_configuration": {
544
+ "batch_fallbacks_allowed": false,
545
+ "batch_size": 16,
546
+ "decoder": null,
547
+ "generation_prompt": null,
548
+ "language": "Nepali",
549
+ "max_new_tokens": null,
550
+ "precision": "backend_declared",
551
+ "sampling": false
552
+ },
553
+ "replicate_prediction_sha256": [
554
+ "88e8bdeaf83d2f62a2ed27fe7f53b5221bfa45882331d95e4c25db82b522ff02",
555
+ "88e8bdeaf83d2f62a2ed27fe7f53b5221bfa45882331d95e4c25db82b522ff02"
556
+ ],
557
+ "punctuation_insensitive_wer": 1.120206798810308,
558
+ "punctuation_insensitive_cer": 0.7182752228310315,
559
+ "raw_wer": 1.1213592233009708,
560
+ "raw_cer": 0.7254450347531451
561
+ },
562
+ {
563
+ "rank": 19,
564
+ "key": "whisper-large-v3-turbo-nepali-kiranpantha",
565
+ "model": "Whisper large-v3-turbo Nepali (kiranpantha)",
566
+ "model_id": "kiranpantha/whisper-large-v3-turbo-nepali",
567
+ "revision": "9e8f4b238b696a14f9c20c8e01b8f3ef36172399",
568
+ "processor_id": "openai/whisper-large-v3-turbo",
569
+ "processor_revision": "41f01f3fe87f28c78e2fbf8b568835947dd65ed9",
570
+ "backend": "whisper",
571
+ "decoder": null,
572
+ "language": "ne",
573
+ "decode_configuration": {
574
+ "batch_fallbacks_allowed": false,
575
+ "batch_size": 16,
576
+ "decoder": null,
577
+ "generation_prompt": null,
578
+ "language": "ne",
579
+ "max_new_tokens": 256,
580
+ "precision": "float32",
581
+ "sampling": false
582
+ },
583
+ "replicate_prediction_sha256": [
584
+ "ffc46aa64b592dbc565e04a87c9b5efab9178911ac20df1f4b652dfa2c183ad8",
585
+ "ffc46aa64b592dbc565e04a87c9b5efab9178911ac20df1f4b652dfa2c183ad8"
586
+ ],
587
+ "punctuation_insensitive_wer": 1.372437471305667,
588
+ "punctuation_insensitive_cer": 4.323889949174688,
589
+ "raw_wer": 1.3721882616165249,
590
+ "raw_cer": 4.3190123760095815
591
+ }
592
+ ],
593
+ "limitations": "Development-set selection evidence; not an untouched test or universal domain claim."
594
+ }
kriti.nemo ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0144854f0cc78f4b6115b75089fad632c39207d5256e53f92da996b9bbe43582
3
+ size 497766400
model.json ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema_version": 1,
3
+ "name": "kriti",
4
+ "language": "ne",
5
+ "task": "automatic-speech-recognition",
6
+ "license": "mit",
7
+ "base_model": "ai4bharat/indicconformer_stt_ne_hybrid_ctc_rnnt_large",
8
+ "base_revision": "cd09ba7720f3b17d259f6bfd03e1463bc5ba517d",
9
+ "runtime_revision": "8dce88cf8e94963e2033c3137f7b9993b51db88a",
10
+ "live_parameters": 119462146,
11
+ "asr_parameters": 119461121,
12
+ "punctuation_parameters": 1025,
13
+ "release_validation": {
14
+ "view_sha256": "2374cac54831ce9c69282503763d7f1e12ada0404ae34ed471a7538cdae6c61f",
15
+ "records": 3630,
16
+ "benchmark_hypothesis_mismatches": 0,
17
+ "predictions_sha256": "1a42d4b0b527f2c21a4a28dfa84e7a2d769762bc4a6d80c59a12821e85b89f0f"
18
+ },
19
+ "artifacts": {
20
+ "kriti.nemo": {"bytes": 497766400, "sha256": "0144854f0cc78f4b6115b75089fad632c39207d5256e53f92da996b9bbe43582"},
21
+ "punctuation_head.json": {"bytes": 20990, "sha256": "5874b6fc6b4f1172dffa249a42f5054ffe196cff9b97854fe180eafc4134e9bb"}
22
+ }
23
+ }
punctuation_head.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"schema_version":1,"model_type":"binary_logistic_regression","feature_extractor":"conformer_encoder_masked_mean_and_std_v1","feature_count":1024,"parameter_count":1025,"positive_class":1,"classes":[0,1],"coefficients":[0.15232482396314814,0.0025093370060732464,0.3712745881996059,0.0752777075203385,-0.03338968896829203,-0.7669206095034843,-0.46495510931051715,-0.6621082496111151,0.6883126412332133,-0.1668589423707884,-0.04423979720648892,0.31169599171080375,-0.7313349531764318,-0.9218077365919402,0.3583388521949774,0.051529504260102346,0.2907871177942159,0.40786825831150725,-0.25046382576372384,0.33833935246540514,0.36966774060464364,-0.32019794850808064,-0.6324487670414418,-0.12830086154792306,0.42637214096136555,0.3164449399971308,-0.29290600647589693,-0.6247227690942201,-0.7723302632995234,0.7886349295884623,-0.6405137683460865,-0.7898168743736046,0.2868458364897988,-0.010352093013285537,-0.16621205888837962,0.5399638475385542,-0.28388995078621826,-0.16129650958517971,0.11690642411587553,0.7017909369279164,0.045815469530652554,0.17792617511715325,-0.5911237757347321,0.2680734928473409,-0.35517561394979913,-0.2890378229902703,0.4262427522305352,-0.4111175716443383,-0.07874759915647554,0.5451747284128493,0.17312190435392705,-0.4047339078330403,-0.3350495731541203,-0.8417214042301457,0.3900060127629323,0.49221325660146514,-0.0670330907378474,0.6060665507345858,-0.06492046153207773,0.4649795508421234,-0.24634058423169067,0.40419026383769885,-0.06339702230723604,1.4612213946643773,0.12669893782324185,0.8403181512111233,-0.1679256628442687,-0.08715584104734578,-1.0097636292870495,-0.7169050972635652,0.43382733532049333,-0.21411007800501242,0.23026636771214443,-0.3280131088961355,0.22286505851204313,0.5264858863428227,0.43518135323647916,0.10082922067615062,0.6682119368336142,0.08911296709756897,-0.5184333614675151,-0.07700215551308373,-0.25080104834353234,-0.10992186589428649,0.442514534117569,-0.5397610639249364,0.08732447495621865,-0.4869784257172452,0.33725557620297003,0.6002552412935648,-0.3070019115302889,-0.7263526722658481,0.8475787650942003,0.19106197093219912,-0.4163788975600536,0.31483520494397504,-0.535085365427722,0.9046463658264765,-0.9404843688773858,0.19029752717782566,-0.6000133658686557,0.110668599446548,1.1618173503114155,0.021782701602707556,-0.10677967885974553,-0.09266091906513582,-0.06051125279387575,-0.4389214048208239,-0.5432803002256884,-0.4777216606836767,-0.10993272361066733,-0.8991114859478386,-0.1604699849340842,0.6911191191843846,-0.24038679674315577,0.6091619112373129,0.5500686610767084,0.1445810160873923,1.4032383087883318,0.20857618105918138,0.26404755165393023,-0.6137558580855597,0.42078629054762107,0.5903789206085756,0.3983168613908538,0.004132820691665341,0.1872457837279245,0.7469931005163356,-0.21828619240387723,0.056147251790774705,0.20970527630419827,0.015481835751805107,0.1993241396984377,0.46676392601782407,0.7813180307001824,-0.40877207747051963,0.1197942665180558,-0.25032718972394874,-0.06657802509309177,0.24561431774275055,0.46775926398646683,-0.5117318114347578,0.1087348073585347,-0.1719521656236414,0.39047609169002356,-0.7522786786463719,0.9676912071447563,0.10334250054996409,0.6240576182506762,0.6994280205518094,0.6386598667584942,-0.27851595567371296,-0.364995239222492,0.5653855286701519,-0.36677564152584413,0.4118343823646736,0.9574435160711345,-0.2519831538243871,0.38595887231416937,0.02422762725709361,0.34043751719570226,0.5866792237001753,-0.6021489635577881,0.08298612564795083,0.35957749025478264,0.2690266836353299,0.09586868101059753,0.5370109396108885,-0.38913837759223024,0.11206451034838179,-0.15844413066667964,-0.7677185981919717,-0.11436640450921802,-0.2645927727921758,0.27314110592293095,0.150329046370225,-1.121444782518666,0.13493749778895825,-0.36466010022312306,0.8927196436314088,-0.08794668895994469,-0.207840156194173,0.5304717322152661,-0.09297142381348614,0.4549521920787481,-0.3856522356359227,-0.7798531517886672,-0.5626224665669779,-0.22317723607248247,0.1299051291685204,0.3278265857573362,-0.09641161726144738,0.4295543160522979,0.28961369744106635,0.3851346765088869,0.5603451670873034,0.4583274911546985,-1.222075626498259,-0.20670055292377568,0.4274119469192607,-0.026339392537763674,-0.7413574509610973,-0.6628968179403204,0.6603744912160118,-0.8304094833249289,-0.8451027960581974,1.0067778001654348,-0.09790787138603195,0.31774655642675675,-0.10437339815875073,0.3225552706775899,0.15082343545888693,-0.5318672274081779,0.4421809692082638,0.3822194700268139,-0.1333490608662791,0.2566266295199194,0.7988370161786841,0.08695141237598775,0.3391992734386279,-0.20776342895268193,0.13439431827376228,-0.22821750603227547,-0.6814132086652519,-0.21917922211620938,-0.36034257326201263,1.54460456534832,-0.2274425599100143,0.07673778877262839,0.5423162171138161,0.06022392247296664,-0.3371779619335828,0.8706861148251168,0.6936750074863647,-0.2580167660371158,-0.4506925177435949,0.25568858559490854,0.1599562394736904,-0.7566916043912242,0.5664976729265628,0.3072600108164142,-0.4099686744920393,-0.633347925432206,0.11172314477699576,0.3952670172886617,0.17937778957780307,0.7381109407241905,-0.10596462770184528,0.08518516404552186,-0.3684924527264889,0.2847429680937421,0.02531150216056744,-0.19995578425785865,0.5240781266514517,0.0594121345733198,1.0538615598229057,0.4303641589455988,-0.2996514179299954,-0.26488909080961237,-0.00858171182077704,0.01872084312913921,0.17543602541680925,0.06270181754223787,-0.7067251916576363,0.2523706620022489,0.48460232002524906,-0.4603595603772817,-0.014550892538757186,-0.30553312897398544,-0.041610315188408374,-0.7634413260290531,0.14831954603105896,0.41543526091102323,0.04421258339004957,-0.4347664034207154,0.45309561609153615,-0.36330753711538094,0.8426130048950706,-0.15127893031606224,-0.2883225830545302,0.39258825749374865,0.6692488769350439,0.11182541296194162,-0.4486853317481539,0.23184981761084925,0.6402835861215979,0.18052402130324516,-0.26051279909008795,0.5143208001586516,-0.2206871075996584,0.12117952757917269,0.22387702764199632,-0.14443005832052946,0.1291541461973143,0.1227903550845032,-0.4686455128400949,0.4600897101143783,-1.3040376261439863,0.11914110432257705,-0.022940478644600366,0.16575879400921575,0.15392333279638357,0.37267877975602826,0.8303996416094335,-0.04723641442517795,0.4045505217347142,0.16353398248732287,-0.4902831206380409,-0.279352289875428,-0.693405679159975,0.14912834295339983,1.0615930420777733,-0.8038520594244347,-0.41649513630934015,-0.26654378763856135,-0.20788080034577644,0.7510027511920867,-0.16352334301885285,-0.0766621994389619,-0.49267323144469155,0.5401071761131112,0.026875091255054072,0.35536795234315394,-0.388582922705286,-0.001659929806018129,0.13240406820770018,-0.17639374142000033,-0.7227613560506668,0.7026655298560933,-0.2792578117652182,0.6771551192150628,0.48227039523176496,-1.2214030144556078,-0.36130130505389657,0.3080900492898943,0.6537063134434872,-0.26594827299565615,0.046463847366454314,-0.20222325989942,0.011983191789041385,0.8245272560321505,-0.3072819006045715,0.2816688393176391,-0.20181191933541154,0.657926164853574,0.3082637265881222,-0.14594290569775104,0.18754400304374919,0.19285673208462956,0.4706943638479141,0.3071951820567172,-0.9757824986349926,-0.2989993630322434,-0.5290164203213805,0.002572731534284241,0.3977566331294498,0.46629699356421167,0.34056029202083493,0.15450785857994925,-0.16026519350027188,0.11879208582408124,0.04162093166395409,0.17380097569337233,-0.39823573657033906,-0.7794030201466239,0.05749693150625886,0.39697649739652285,0.30914309324544154,-0.17139964109482744,-0.18818245485200263,-0.46948604653882975,0.005700148553870794,0.46226982098297165,0.14470270055811582,0.5236727471648642,-0.15634819782176576,0.5077969878705969,-0.14262769118877014,0.14212515018734204,-0.050097141086015005,0.22294008560342896,-0.40476685753047675,0.16728227301954426,-0.23617532828977747,-0.40282709317218035,0.25622393201056776,-0.04626510159766355,-0.6275348039330733,-0.09462953457123113,-0.5922215882114312,0.17618327435082673,-0.5380460867064032,0.2144624941288199,0.8004960707037347,0.40619708556261325,-0.8174677760113616,0.3125055282693784,0.2653349090414825,-0.7976941352090666,0.5122709318096509,-0.28214147319462657,0.02469159049227746,0.7974872313281185,-0.5649069114495348,-0.29491252746636976,-0.14559917765959882,0.710770029556271,-0.6577199196885508,-0.01291762207166785,0.058625472621571945,-0.02524188405807778,-0.034615727035856005,0.03513367352780577,0.08778084855829418,0.42759372570875787,0.2253009997594196,0.18003154483538858,0.33304087194780363,-0.7092880763553284,-0.35936737224699966,0.02909422905040467,0.46591847882407283,-0.8099417702586389,0.1814775200120034,0.027746613068839385,0.03525015199143116,0.49723162001381166,0.5293889315510375,-0.36073704051480976,-0.744146895150033,-0.05845451673744101,1.3047374070460531,0.3631287886884635,0.12985420998348096,-0.032822487459434016,-0.10059722896818689,-0.1301229055552331,0.7646891646613585,0.2726456337696416,-0.021004916283058374,0.3935232192596063,-0.07247571418893606,-0.11468881775535576,0.4352078997982544,-0.3988320602729334,0.6890963327952799,0.21985635683033788,0.4779989164565695,-1.1115844934071504,0.9252126955561472,-0.9886230842973519,0.12347998224672117,0.5478643892542411,0.14861993342529214,0.42077189756670164,0.028960991045150437,0.8639110229148117,0.09152979335229301,1.0197461507123178,0.2114844572803353,-0.032473186528106886,-0.6737034688697451,0.7135023948735322,-0.12797741941158738,0.12204686100972885,-0.10609857445814352,-0.8690849866860897,0.16618224340044446,-0.35496513018087467,0.07779577587442484,0.19062634920682237,0.808856704716698,-1.2626755310800768,-0.09617221055418933,0.5159493409437517,0.14417316217220222,0.38614473995311716,-0.290333852642537,-0.016802323881296752,-0.07082738570490714,0.6530751209773559,-0.4972633653327337,-0.2055920053673213,-1.2566907110065255,-0.5712242308241361,0.15667525262670443,0.1432454343658744,-0.5400439643057191,-0.8497912738551305,0.33685733863191686,-0.15590768089629736,0.15836129101881824,0.3491216093183825,-0.25437687722667257,-0.06095998717935701,-0.4082753603072184,0.09071756213184032,-0.05346711766297381,-0.19232087745058385,1.033046731533579,-0.4445923796603359,-0.7425802576330098,-0.3732722465464948,0.2040459236924959,-0.44062828012690775,0.05561517665208644,-0.3563564753141077,0.54597406667986,-0.044969038121646605,0.4615617904284551,0.10830652566287469,0.3109172045470386,-0.02822307231996362,0.2772418808204423,0.29159122207991794,0.4377553148513848,0.07001893685035662,-0.23165965600506078,0.4255310104073078,-0.02672851370757054,0.1644825155048605,-0.3957336137505669,0.7064278331889532,-0.12737811071785557,-0.6281931764423402,0.02636119859179319,-0.21990394986976033,0.7076947943956232,-0.593439340483885,1.1753213646982328,0.015484795843244678,-0.5059278378238851,-0.32451435149072944,-0.11475028290419255,0.8407497066152586,0.04372803646629803,-0.19468017467706117,-0.18474263603631494,-0.5434858912764349,0.5412001663841974,-0.1130606837456702,-0.22187327078468932,0.22681998622232216,0.23546148429280128,0.3769455155400278,0.15094219499289216,-0.35674994270804294,0.17258681648457608,-0.28790700500907485,-0.14153120935923422,0.38828298073139567,0.08491661543806116,-0.24449150005226233,-0.044408368674044074,0.12917660020359908,-0.3833620654268794,-0.006982280552130597,-0.19017621324156334,-0.11422199017556764,-0.08277396030988779,0.4532624377036123,-0.3501877941989239,-0.1419060454551148,0.019491426154976614,0.08605394062519174,0.2606891154928983,0.24896002193321498,-0.16563780250315155,0.37329425028651536,-0.29032309983975374,0.43948022125503305,0.30568589005565117,0.014650991034271022,-0.12831625261492988,-0.0886594034656005,-0.005551775006674351,0.05678671217734482,-0.4553807118781782,-0.16431227368133483,-0.16115349589539618,-0.3243168570309196,-0.36438683640188524,-0.5906364541229682,0.836070159837626,0.007616450975407385,0.49097128740283774,0.36644757133414996,0.005920328016769405,-0.3514148381023356,-0.03083084863120439,-0.0854780833031097,-0.19170840824339622,-0.1484327547216677,-0.13699461917247044,-0.4818273693620798,-0.0381551298659317,-0.4314515950802666,-0.0406693374964085,-0.23317020822060353,-0.08068233162025316,-0.271622627560633,-0.08854234070721725,-0.20764590296252283,0.12130825663706947,-0.050733945653897494,0.009228457022596465,0.320682044087076,0.1885225370007826,0.19493228065593823,-0.13804999816449773,-0.4454794738289814,0.39828665965565674,0.592428473471716,-0.12047776928490792,0.1549765656442339,-0.3982793566832074,-0.06984051211909417,0.27515765487139127,0.04074325038970056,0.1607443356436629,-0.15226975186733166,0.28658835480274897,0.013025360778630386,-0.24388590950712735,0.03978586472294871,-0.3018848509390856,-0.041381012409248984,0.011920529630040881,-0.03543247658677636,-0.4328980970211525,0.028855992256342392,0.2852517797055292,0.06307847532064076,0.5507308737265753,0.017615827331670407,-0.11640928208014181,-0.6022079853148252,0.19947583627370172,0.027641983262218048,0.42645652611835105,-0.15180201376301353,-0.20518710595475753,0.3725479519572418,-0.17570720209050492,-0.33094699498348235,-0.10917023130595038,-0.038432486437921375,-0.2500929198226562,-0.3074638696465215,-0.48808358281430003,-0.093221426074759,-0.22432143123046175,0.05962388536446876,-0.28912040894003344,0.07206330828331643,-0.25970303697781383,-0.0057437130419389915,-0.15419350081527294,-0.12831462487769207,0.28664647540132987,-0.18902556324769576,0.06701215902153795,-0.44102993760649567,0.6315845303465141,0.17275405893920948,0.5344157339261051,-0.43522897158682494,-0.13421668200521983,-0.04632764008625411,0.004598514264365146,0.31440512609797455,-0.1269221209273943,-0.3185496448343498,-0.5155662742018472,0.05707208996056637,0.6277480282712361,0.6408085568634955,-0.11280415636242737,0.2970701993331065,0.11024679070584019,-0.060670981429693516,0.004804150612065007,0.18171321802251175,0.16678604245742523,0.10113055598215345,-0.23861851192052833,-0.026649657545323113,-0.10828821479583901,-0.008659363551779419,0.5561719930564523,-0.2561327746709199,0.49433120087118415,-0.308807665402607,0.1330545176494426,0.16236866139993372,0.23447547890832132,0.6073726571688535,-0.2757129480724354,0.0769436942651061,-0.07723005166347083,0.29201528900839685,-0.25634337154863446,-0.10214183598048222,-0.09284528755116477,-0.03696453487893961,-0.09673918994511156,-0.0017316536431739391,-0.00778920147828171,0.25082240056839006,0.1175850112205269,-0.139081944578878,-0.1004758410956022,-0.08339344326654557,-0.05792505200504585,0.36687902859231797,-0.20221825049617323,-0.07223152311817131,-0.025053635304226735,-0.08131895123271028,0.5713520679484084,0.3726638587810889,-0.04030363554990182,0.053727123416402206,0.6897321392022426,0.7421729042798019,-0.2472656093191701,0.251101162518194,-0.08242804269608413,-0.27734645637888894,-0.19526931557908841,-0.2664662656928761,0.09762325355771781,-0.01975509369882074,0.5152377206767446,-0.28671571381237526,0.05217718974419676,0.1765736802100827,-0.41484388188479004,0.016967535022595875,-0.12156650759316244,0.05882658450909285,0.18193964820373046,-0.39235083513634583,-0.07679527189446476,0.37010289598943813,0.3195404855766976,-0.16955228342981948,-0.2695713627735724,-0.25546801197581404,-0.18287467404214344,-0.08322902727077244,0.722830501954606,0.3768702604988935,0.6091519280356376,0.07487257429546228,0.00922509364490717,0.03615618845438864,-0.046349656569154865,-0.027353241012360793,-0.2538104362992524,0.056874358040765974,0.021918192760187596,-0.3027271905007062,-0.33834131946299945,-0.09340863201725438,-0.05093741486022677,-0.1390509896835147,0.01189765371469602,-0.30538871453770294,-0.11961127114013184,0.3626254307418238,-0.14562185624266938,-0.3693839068227213,-0.10047439475960977,-0.01001826988091786,-0.016355044610338147,-0.005057975371701572,-0.25809752852729584,0.029156266336444813,-0.1297108564527223,-0.1449814209075272,-0.3322545032249982,-0.24073316463091646,-0.1718938613326173,-0.17835106924574334,-0.29815220412617255,-0.2286869588839301,-0.1382259291678344,-0.2880900991287528,0.026433765185208298,-0.32389438720495567,0.260904477991973,0.15946509177185791,-0.03442377474030988,0.5964501194593658,-0.1831882328362637,0.06724508702021477,0.16235693283625438,-0.28487090731758596,0.06500188535720737,0.00013086844354642628,-0.1673240251214257,-0.4263951894169105,-0.2449165522837325,-0.2384754407382854,0.23377365461570124,-0.21110580304815818,-0.004251180187900434,-0.09294912750268897,0.399538888162561,-0.0972737582733014,-0.34820497273405404,-0.25555817010487647,-0.0662533071513101,-0.06732815869075491,0.022017678796925077,-0.04659771860800747,0.6631073893909667,-0.0409359696140338,0.19472127442838322,-0.1118754746624201,0.1889131374081961,0.2428620876543713,-0.20591672891643856,0.19032342496677299,0.33897756942726665,0.5166124897127533,-0.2069483865371037,0.24664728828861895,-0.5023269407263926,-0.3464126845279067,0.231272183472988,0.27227962528142485,0.243928221121564,-0.17462540220666706,0.16435162065636377,-0.3050467363194855,0.13472731292126203,0.08247613176949928,0.12655741528985845,0.37292953223685554,0.08201898603959545,-0.5497730345892085,-0.04455201113244969,-0.2722503693439326,0.06614474540150295,0.24221624533500918,0.16626407221249503,-0.1428862250048878,-0.0220947150379568,-0.0711842401852306,0.3747256247010417,-0.22538520185635466,-0.40539441127176784,0.538241545769851,-0.3365253523643071,-0.2483958279733054,-0.2328614023430448,0.09889925176496925,-0.0648316671334278,0.1581747016813453,-0.0024972608933232308,0.19990103735056808,-0.11856791246403864,0.04941631135170315,-0.02688654953034748,-0.4305228627157234,-0.05787826599312069,-0.31170795422950265,0.013914883950175469,0.8282924386795399,-0.4963053689002758,0.007055363675678,-0.15735961301834556,-0.33338075966543335,0.24868322812940827,-0.33194886590638867,-0.1453117683833657,0.46228416138649026,-0.06317230001656887,0.5341490482955601,0.014171615360412218,0.19776277917450036,0.005545360195534049,0.1857658043145288,-0.40002701513031197,-0.054726032459473,-0.024256191737885062,0.287307559151962,-0.30095252427366864,-0.22466305330341252,0.16187224336596645,0.30415746292709706,-0.20836146754932497,-0.25380197556390993,-0.2046648329291631,0.35357786464191454,-0.34535689135730196,0.33517438087923634,-0.3316697487645674,-0.29041768902991477,0.003879472882227802,0.19832500220502536,-0.26672014141395833,0.1478548612864579,0.2306702732843643,0.2779500929650934,0.0663885968992505,-0.31601420412326164,0.2880828212921517,-0.08495765058179948,0.455565879581843,0.0010427810567672912,-0.10944783415288822,0.47846720992043,0.40351411630348166,0.12308259207800946,0.5055759792269136,0.02403742358071812,-0.09968668951281888,-0.08026122618776774,-0.5472996359703627,-0.2478218176094538,0.41525257906111646,0.2419611989585821,-0.10759372918013464,-0.04885566816966341,0.4864174378295003,-0.303822144703463,-0.17096719744478914,-0.2783785715165918,-0.25472051747455243,-0.337861861441108,0.00516853251793698,-0.44881042078436756,0.12850230776136523,0.2360358634984077,0.07408043972625812,0.0365362510190369,-0.04641993234169291,0.4968187011912733,0.2381386755897587,0.6943560937915431,0.693142749241923,-0.06070080668045953,-0.066445277662872,0.08941851069723962,0.04617643364024448,0.33846017241778936,0.5945412861177993,-0.09767546904969376,0.22658530263623913,-0.41054661862405273,-0.33695861857873016,0.7587022361102435,0.007161852647858937,-0.5266601272755604,-0.20158597351431481,0.1096998499728345,0.12237937338748504,-0.27340180403277864,-0.11818148788999244,-0.444492053249266,0.23143111085024817,-0.21346127727606848,-0.17996396925647373,-0.5328612165594139,0.006000578309932639,0.1345184312871673,-0.058824566803966964,-0.1772336303175813,-0.061037425833872706,-0.3980117952629692,0.8081203327955301,0.07270152498169742,0.15209663458725492,0.21769133734457533,0.4263294282731308,-0.3797194863799505,0.0038004363630228487,-0.1680058350349127,0.4171761923247231,0.08775439205377314,0.10246091981166254,-0.013871254213243303,0.05375244128804161,0.4320543049433918,-0.07270322524526554,0.21990108668205488,0.6255789747540348,-0.0792315973087544,0.24308206770478555,0.028250885426077114,-0.03842324259733303,0.6317169741571992,0.06731126396902962,0.16770246669821753,-0.27128370494572773,0.09037866622560992,-0.0879368648480557,0.10769673728618358,-0.04372256848362878,0.05007306524528829,-0.28848418497963224,0.14697105312604145,-0.07166048347407039,-0.06325202779158262,0.03270266608661521,0.14666200776638058,0.35381752942183814,0.018184448789928625,-0.5263436423666183,-0.4109002495053347,0.1712164396068956,-0.23868937545176847,0.17827126541466756,-0.1580654298563974,-0.5007811818342969,0.05111573645229447,0.3318025029989755,0.38485131896267566,0.08755075732756153,0.2523003389157786,0.34218129815413584],"intercept":-0.5350107980880866,"threshold":0.711,"seed":20260813,"action":"append_devanagari_danda","source_artifact_sha256":"761b303b7bc8f1c8a1387cdf2fbe884959d3e9b1b14ba1d2b8b66fabf0086045"}