NikhilRajSoni temporary0-0name commited on
Commit
e4eac8f
·
verified ·
0 Parent(s):

Duplicate from LingoIITGN/COMI-LINGUA

Browse files

Co-authored-by: Ankit Yadav <temporary0-0name@users.noreply.huggingface.co>

Files changed (12) hide show
  1. .gitattributes +68 -0
  2. LID_test.csv +3 -0
  3. LID_train.csv +3 -0
  4. MLI_test.csv +0 -0
  5. MLI_train.csv +0 -0
  6. MT_test.csv +3 -0
  7. MT_train.csv +3 -0
  8. NER_test.csv +3 -0
  9. NER_train.csv +3 -0
  10. POS_test.csv +3 -0
  11. POS_train.csv +3 -0
  12. README.md +125 -0
.gitattributes ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.bin filter=lfs diff=lfs merge=lfs -text
4
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
5
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
6
+ *.ftz filter=lfs diff=lfs merge=lfs -text
7
+ *.gz filter=lfs diff=lfs merge=lfs -text
8
+ *.h5 filter=lfs diff=lfs merge=lfs -text
9
+ *.joblib filter=lfs diff=lfs merge=lfs -text
10
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
11
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
12
+ *.mds filter=lfs diff=lfs merge=lfs -text
13
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
14
+ *.model filter=lfs diff=lfs merge=lfs -text
15
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
16
+ *.npy filter=lfs diff=lfs merge=lfs -text
17
+ *.npz filter=lfs diff=lfs merge=lfs -text
18
+ *.onnx filter=lfs diff=lfs merge=lfs -text
19
+ *.ot filter=lfs diff=lfs merge=lfs -text
20
+ *.parquet filter=lfs diff=lfs merge=lfs -text
21
+ *.pb filter=lfs diff=lfs merge=lfs -text
22
+ *.pickle filter=lfs diff=lfs merge=lfs -text
23
+ *.pkl filter=lfs diff=lfs merge=lfs -text
24
+ *.pt filter=lfs diff=lfs merge=lfs -text
25
+ *.pth filter=lfs diff=lfs merge=lfs -text
26
+ *.rar filter=lfs diff=lfs merge=lfs -text
27
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
28
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
29
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
30
+ *.tar filter=lfs diff=lfs merge=lfs -text
31
+ *.tflite filter=lfs diff=lfs merge=lfs -text
32
+ *.tgz filter=lfs diff=lfs merge=lfs -text
33
+ *.wasm filter=lfs diff=lfs merge=lfs -text
34
+ *.xz filter=lfs diff=lfs merge=lfs -text
35
+ *.zip filter=lfs diff=lfs merge=lfs -text
36
+ *.zst filter=lfs diff=lfs merge=lfs -text
37
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
38
+ # Audio files - uncompressed
39
+ *.pcm filter=lfs diff=lfs merge=lfs -text
40
+ *.sam filter=lfs diff=lfs merge=lfs -text
41
+ *.raw filter=lfs diff=lfs merge=lfs -text
42
+ # Audio files - compressed
43
+ *.aac filter=lfs diff=lfs merge=lfs -text
44
+ *.flac filter=lfs diff=lfs merge=lfs -text
45
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
46
+ *.ogg filter=lfs diff=lfs merge=lfs -text
47
+ *.wav filter=lfs diff=lfs merge=lfs -text
48
+ # Image files - uncompressed
49
+ *.bmp filter=lfs diff=lfs merge=lfs -text
50
+ *.gif filter=lfs diff=lfs merge=lfs -text
51
+ *.png filter=lfs diff=lfs merge=lfs -text
52
+ *.tiff filter=lfs diff=lfs merge=lfs -text
53
+ # Image files - compressed
54
+ *.jpg filter=lfs diff=lfs merge=lfs -text
55
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
56
+ *.webp filter=lfs diff=lfs merge=lfs -text
57
+ # Video files - compressed
58
+ *.mp4 filter=lfs diff=lfs merge=lfs -text
59
+ *.webm filter=lfs diff=lfs merge=lfs -text
60
+ Translation_train.csv filter=lfs diff=lfs merge=lfs -text
61
+ LID_test.csv filter=lfs diff=lfs merge=lfs -text
62
+ LID_train.csv filter=lfs diff=lfs merge=lfs -text
63
+ NER_test.csv filter=lfs diff=lfs merge=lfs -text
64
+ NER_train.csv filter=lfs diff=lfs merge=lfs -text
65
+ POS_test.csv filter=lfs diff=lfs merge=lfs -text
66
+ POS_train.csv filter=lfs diff=lfs merge=lfs -text
67
+ MT_test.csv filter=lfs diff=lfs merge=lfs -text
68
+ MT_train.csv filter=lfs diff=lfs merge=lfs -text
LID_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:decd0dfd90c03f4366af82360e4b52d01214435beb5e1b519784bd294770faa2
3
+ size 22570832
LID_train.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d21bd4b074c07bad253dc4d7dbe63ce0e87ace6dc72734ea15046a8d6e9b9fd3
3
+ size 84062042
MLI_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
MLI_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
MT_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4160eb08b8db47fcc8925791c523746a73ea645b4b6c2f04f1fc0593f9e3c3e8
3
+ size 11592610
MT_train.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9a5ecd0935dda3c825a2ff68560f873cc12ab3f6cdc27b736952e4de9d3dd003
3
+ size 47510367
NER_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:01b635a9c0adeb8918607cf344bff18891503814422e4a828d21d1b331bda0da
3
+ size 19856274
NER_train.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:45a1f99a36840ceb49672ced0387dd37a9d6f09746200cf09b11d7e6abbae413
3
+ size 86457326
POS_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9a1fa26aea6b8d23b87eb75078bfc8601716d6fbeee1ba64b17658837f7c2c63
3
+ size 18577305
POS_train.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ab73bb5fefd311d3c1f88bc738be499342e704f40e04115cdeb45b14da405ff2
3
+ size 70893255
README.md ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-4.0
3
+ language:
4
+ - hi
5
+ - en
6
+ tags:
7
+ - code-mixing
8
+ - Hinglish
9
+ - expert-annotated
10
+ size_categories:
11
+ - 1M<n<10M
12
+ configs:
13
+ - config_name: LID
14
+ data_files:
15
+ - split: train
16
+ path: "LID_train.csv"
17
+ - split: test
18
+ path: "LID_test.csv"
19
+ - config_name: MLI
20
+ data_files:
21
+ - split: train
22
+ path: "MLI_train.csv"
23
+ - split: test
24
+ path: "MLI_test.csv"
25
+ - config_name: POS
26
+ data_files:
27
+ - split: train
28
+ path: "POS_train.csv"
29
+ - split: test
30
+ path: "POS_test.csv"
31
+ - config_name: NER
32
+ data_files:
33
+ - split: train
34
+ path: "NER_train.csv"
35
+ - split: test
36
+ path: "NER_test.csv"
37
+ - config_name: MT
38
+ data_files:
39
+ - split: train
40
+ path: "MT_train.csv"
41
+ - split: test
42
+ path: "MT_test.csv"
43
+ ---
44
+
45
+ ## Dataset Details
46
+
47
+ **COMI-LINGUA** (**CO**de-**MI**xing and **LING**uistic Insights on Natural Hinglish **U**sage and **A**nnotation) is a high-quality Hindi-English code-mixed dataset, manually annotated by three annotators. It serves as a benchmark for multilingual NLP models by covering multiple foundational tasks.
48
+
49
+ **COMI-LINGUA provides annotations for several key NLP tasks:**
50
+
51
+ * **Language Identification (LID):** Token-wise classification of Hindi, English, and other linguistic units.<br>
52
+ Initial predictions were generated using the [Microsoft LID tool](https://github.com/microsoft/LID-tool), which annotators then reviewed and corrected.
53
+ ```
54
+ Example:
55
+ sentence: प्रधानमंत्री नरेन्द्र मोदी डिजिटल इंडिया मिशन को आगे बढ़ाने के लिए पिछले सप्ताह Google के CEO सुंदर पिचाई से मुलाकात की थी ।
56
+ LID tags: hi hi hi en en en hi hi hi hi hi hi hi en hi en hi hi hi hi hi hi ot
57
+ ```
58
+ * **Matrix Language Identification (MLI):** Sentence-level annotation of the dominant language.
59
+ ```
60
+ Example:
61
+ sentence:"किसानों को अपनी फसल बेचने में दिक्कत न हो इसके लिये Electronic National Agriculture Market यानि ई-नाम योजना तेजी से काम हो रहा है।" Matrix Language: hi
62
+ sentence:"India’s automation and design expert pool is vast, और ज़्यादातर Global companies के इंजीिनयिंरग center भी भारत में हैं।" Matrix Language: en
63
+ ```
64
+ * **Part-of-Speech (POS) Tagging:** Syntactic categorization for linguistic analysis.<br>
65
+ Tags were pre-assigned using the [CodeSwitch NLP library](https://github.com/sagorbrur/codeswitch), which annotators then reviewed and corrected.
66
+ ```
67
+ Example:
68
+ sentence: भारत द्वारा बनाया गया Unified Payments Interface यानि UPI भारत की एक बहुत बड़ी success story है ।
69
+ POS tags: PROPN ADP VERB VERB PROPN PROPN PROPN CONJ PROPN PROPN ADP DET ADJ ADJ NOUN NOUN VERB X
70
+ ```
71
+ * **Named Entity Recognition (NER):** Identification of entities in Hinglish text.<br>
72
+ Each token is pre-assigned a language tag using the [CodeSwitch NLP library](https://github.com/sagorbrur/codeswitch), which annotators then reviewed and corrected.
73
+ ```
74
+ Example:
75
+ sentence: "मालूम हो कि पेरिस स्थित Financial Action Task Force, FATF ने जून 2018 में पाकिस्तान को ग्रे लिस्ट में रखा था।"
76
+ NER tags: "पेरिस": GPE, "Financial Action Task Force, FATF": ORGANISATION, "2018": Date, "पाकिस्तान": GPE
77
+ ```
78
+ * **Machine Translation (MT):** Parallel translation of sentences in Romanized Hindi and Devanagari Hindi and English languages.
79
+ Initial translation predictions were generated using the [Llama 3.3 LLM](https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct), which annotators then refined and corrected.
80
+ ```
81
+ Example:
82
+ Hinglish Sentence: "भारत में भी green growth, climate resilient infrastructure और ग्रीन transition पर विशेष रूप से बल दिया जा रहा है।"
83
+ English Translation: "In India too, special emphasis is being given to green growth, climate resilient infrastructure, and green transition."
84
+ Romanized Hindi Translation: "Bharat mein bhi green growth, climate resilient infrastructure aur green transition par vishesh roop se bal diya ja raha hai."
85
+ Devnagari Hindi Translation: "भारत में भी हरित विकास, जलवायु सहनशील आधारिक संरचना और हरित संक्रमण पर विशेष रूप से बल दिया जा रहा है।"
86
+ ```
87
+ ### Dataset Description
88
+
89
+ - **Curated by:** [Lingo Research Group at IIT Gandhinagar](https://lingo.iitgn.ac.in/)
90
+ - **Funded by:** SERB
91
+ - **Language(s) (NLP):** Bilingual (Hindi [hi], English [en])
92
+ - **Licensed by:** cc-by-4.0
93
+
94
+ ### Dataset Usage Disclaimer ‼️
95
+
96
+ <span style="color:red">This dataset is a research preview and is subject to ongoing iterative updates. As such, it provides only limited safety measures.</span>
97
+
98
+ ## Contact US ✉️
99
+
100
+ [Lingo Research Group at IIT Gandhinagar, India](https://labs.iitgn.ac.in/lingo/) </br>
101
+ Mail at: [lingo@iitgn.ac.in](lingo@iitgn.ac.in)
102
+
103
+ ## Citation
104
+
105
+ If you use this dataset, please cite the following work:
106
+ ```
107
+ @inproceedings{sheth-etal-2025-comi,
108
+ title = "{COMI}-{LINGUA}: Expert Annotated Large-Scale Dataset for Multitask {NLP} in {H}indi-{E}nglish Code-Mixing",
109
+ author = "Sheth, Rajvee and
110
+ Beniwal, Himanshu and
111
+ Singh, Mayank",
112
+ editor = "Christodoulopoulos, Christos and
113
+ Chakraborty, Tanmoy and
114
+ Rose, Carolyn and
115
+ Peng, Violet",
116
+ booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025",
117
+ month = nov,
118
+ year = "2025",
119
+ address = "Suzhou, China",
120
+ publisher = "Association for Computational Linguistics",
121
+ url = "https://aclanthology.org/2025.findings-emnlp.422/",
122
+ pages = "7973--7992",
123
+ ISBN = "979-8-89176-335-7",
124
+ }
125
+ ```