diff --git a/ACKNOWLEDGMENTS.md b/ACKNOWLEDGMENTS.md new file mode 100644 index 0000000000000000000000000000000000000000..74117f4e64b11b30e685ae363020e9b5fe18e28f --- /dev/null +++ b/ACKNOWLEDGMENTS.md @@ -0,0 +1,29 @@ +The released datasets in this repository used the following models/code for data sampling and filtering. + +1. [LaBSE](https://github.com/bojone/labse?tab=readme-ov-file) +``` +Feng, et al. "Language-agnostic BERT Sentence Embedding" +Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). +``` +2. [COMET](https://github.com/Unbabel/COMET) +``` +Rei, et al. "Are References Really Needed? Unbabel-IST 2021 Submission for the Metrics Shared Task" +Proceedings of the Sixth Conference on Machine Translation. +``` +3. [LASER2](https://github.com/facebookresearch/LASER) +``` +Heffernan, et al. "Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages" +Findings of the Association for Computational Linguistics: EMNLP 2022. +``` +4. [ALTI+](https://github.com/mt-upc/transformer-contributions-nmt) +``` +Ferrando, et al. "Towards Opening the Black Box of Neural Machine Translation: Source and Target Interpretations of the Transformer" +Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing. +``` +5. [fastText](https://github.com/facebookresearch/fastText) +``` +Joulin, et al. "FastText.zip: Compressing text classification models" +arXiv preprint arXiv:1612.03651. +Joulin, et al. "Bag of Tricks for Efficient Text Classification" +Proceedings of the 15th Conference of the {E}uropean Chapter of the Association for Computational Linguistics: Volume 2, Short Papers. +``` \ No newline at end of file diff --git a/LANGUAGE.md b/LANGUAGE.md new file mode 100644 index 0000000000000000000000000000000000000000..710b85c9622221439c7c2fa07e60dd87025ab3ed --- /dev/null +++ b/LANGUAGE.md @@ -0,0 +1,26 @@ +The dataset consists of 38 language pairs: 19 English→X and 19 X→English. + +Below is the list of languages with their corresponding locale codes: + +| Language | Locale | +|----------|---------| +| Arabic | `ar_AE` | +| Dutch | `nl_NL` | +| English | `en_US` | +| French | `fr_FR` | +| German | `de_DE` | +| Hindi | `hi_IN` | +| Indonesian | `id_ID` | +| Italian | `it_IT` | +| Japanese | `ja_JP` | +| Korean | `ko_KR` | +| Polish | `pl_PL` | +| Portuguese | `pt_BR` | +| Russian | `ru_RU` | +| Simplified Chinese | `zh_CN` | +| Spanish | `es_ES` | +| Thai | `th_TH` | +| Traditional Chinese | `zh_TW` | +| Turkish | `tr_TR` | +| Ukrainian | `uk_UA` | +| Vietnamese | `vi_VN` | \ No newline at end of file diff --git a/LICENSE_DATA b/LICENSE_DATA new file mode 100644 index 0000000000000000000000000000000000000000..9badf7abf51e412ff7bbe1ce7b66c5b05145138c --- /dev/null +++ b/LICENSE_DATA @@ -0,0 +1,402 @@ +Attribution-NonCommercial-NoDerivatives 4.0 International + +======================================================================= + +Creative Commons Corporation ("Creative Commons") is not a law firm and +does not provide legal services or legal advice. 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For +the avoidance of doubt, this paragraph does not form part of the +public licenses. + +Creative Commons may be contacted at creativecommons.org. diff --git a/README.md b/README.md index 4d3af4d95081c5b197ae333a5fbade9285608671..564d9f7f37824785de813afb5ac5e1defc68314c 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,367 @@ --- license: cc-by-nc-nd-4.0 +pretty_name: "HAT: Hallucination Annotation for Translation" +size_categories: + - 100K **Split naming:** the parquet files live under `data/train`, `data/dev`, and `data/test`. +> On the Hugging Face Hub the `dev` files are exposed as the standard `validation` split, so +> `load_dataset(...)` returns `train` / `validation` / `test`. + +**Schema:** + +| Field | Type | Description | +|--------|------|-------------| +| `source_locale` | `string` | Locale of the source text | +| `source_text` | `string` | Source sentence | +| `target_locale` | `string` | Locale of the target text | +| `target_text` | `string` | Machine-translated output | +| `split` | `string` | Dataset split (`train` / `dev` / `test`) | +| `label` | `int64` | Binary hallucination label (`0`: no hallucination, `1`: contains hallucination) | +| `score` | `float64` | Proportion (0–1) of hallucinated characters | +| `annotation` | `string` | Raw span-level hallucination annotation | + + +## 📄 Paper Abstract +Hallucinations in machine translation (MT)—outputs that may be fluent yet unfaithful to the source content—remain a critical obstacle. They hinder the reliable deployment of MT systems in real-world applications. Despite growing attention to this phenomenon, progress has been constrained by the lack of large-scale, high-quality benchmarks dedicated to hallucination detection. We introduce HAT (Hallucination Annotation for Translation), a novel dataset designed to advance research on this problem. HAT comprises 350,959 span-level annotated samples across 38 language pairs, with approximately 8,000–10,000 samples per pair partitioned into training, development, and test sets. Annotations were produced by professional translators under rigorous quality control protocols to ensure reliability. We provide a detailed analysis of hallucination distributions and establish benchmark performance using a diverse set of baselines, including automatic MT evaluation metrics as well as large language models. By providing the first large-scale, systematically annotated resource for hallucination detection in MT, HAT enables the development of more faithful translation models and lays the groundwork for future research on building trustworthy machine translation systems. + +## 📚 Citation +If you use this dataset, please cite: + +```bibtex +@inproceedings{chatterjee-etal-2026-hat, + title = "{HAT}: Hallucination Annotation for Translation", + author = "Chatterjee, Rajen and + Li, Xintong and + Charoenpornsawat, Paisarn and + Lee, Allen", + editor = "Liakata, Maria and + Moreira, Viviane P. and + Zhang, Jiajun and + Jurgens, David", + booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", + month = jul, + year = "2026", + address = "San Diego, California, United States", + publisher = "Association for Computational Linguistics", + url = "https://aclanthology.org/2026.acl-long.721/", + pages = "15865--15888", + ISBN = "979-8-89176-390-6", +} +``` + +## 📄 License +The HAT dataset is licensed under CC BY-NC-ND 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/). \ No newline at end of file diff --git a/data/dev/ar_AE-en_US/hat.dev.ar_AE-en_US.parquet b/data/dev/ar_AE-en_US/hat.dev.ar_AE-en_US.parquet new file mode 100644 index 0000000000000000000000000000000000000000..fd2899fe856d9d181fa8ea512509ac04421fe85f --- /dev/null +++ b/data/dev/ar_AE-en_US/hat.dev.ar_AE-en_US.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db873077c2fee25f1e8998947c370a6b0a23b5be44bc750a8389aa3292502a70 +size 357396 diff --git a/data/dev/de_DE-en_US/hat.dev.de_DE-en_US.parquet b/data/dev/de_DE-en_US/hat.dev.de_DE-en_US.parquet new file mode 100644 index 0000000000000000000000000000000000000000..cbaf1db827d2d550e927e1a9eb00e762ab4d5fd2 --- /dev/null +++ b/data/dev/de_DE-en_US/hat.dev.de_DE-en_US.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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