DGT-TM: A freely Available Translation Memory in 22 Languages
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Abstract (arXiv)
The European Commission's (EC) Directorate General for Translation, together with the EC's Joint Research Centre, is making available a large translation memory (TM; i.e. sentences and their professionally produced translations) covering twenty-two official European Union (EU) languages and their 231 language pairs. Such a resource is typically used by translation professionals in combination with TM software to improve speed and consistency of their translations. However, this resource has also many uses for translation studies and for language technology applications, including Statistical Machine Translation (SMT), terminology extraction, Named Entity Recognition (NER), multilingual classification and clustering, and many more. In this reference paper for DGT-TM, we introduce this new resource, provide statistics regarding its size, and explain how it was produced and how to use it.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 20 Sep 2013.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 2; 2024: 7; 2025: 2; 2026: 2.
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- 2023Augmenting Large Language Model Translators via Translation Memoriescited by 21
- 2024PIRB: A Comprehensive Benchmark of Polish Dense and Hybrid Text Retrieval Methodscited by 14
- 2024Machine Translation in the Covid domain: an English-Irish case study for LoResMT 2021cited by 9
- 2024Transformers for Low-Resource Languages: Is F'eidir Linn!cited by 9
- 2024A review of faithfulness metrics for hallucination assessment in Large Language Modelscited by 9
- 2025Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translationcited by 8
- 2021Training dataset and dictionary sizes matter in BERT models: the case of Baltic languagescited by 7
- 2021Evaluation of contextual embeddings on less-resourced languagescited by 4
- 2024MEXMA: Token-level objectives improve sentence representationscited by 4
- 2021Cross-lingual alignments of ELMo contextual embeddingscited by 3
- 2024Human Evaluation of English--Irish Transformer-Based NMTcited by 3
- 2025From SALAMANDRA to SALAMANDRATA: BSC Submission for WMT25 General Machine Translation Shared Taskcited by 3
4 more
- 2023Statistical Machine Translation for Indic Languagescited by 1
- 2026From Utterance to Vividity: Training Expressive Subtitle Translation LLM via Adaptive Local Preference Optimizationcited by 1
- 2026GPT-NL Public Corpus: A Permissively Licensed, Dutch-First Dataset for LLM Pre-trainingcited by 1
- 2024Predicting Anchored Text from Translation Memories for Machine Translation Using Deep Learning Methodscited by 0
- 2026GPT-NL Public Corpus: A Permissively Licensed, Dutch-First Dataset for LLM Pre-training1 Apr 2026
- 2026From Utterance to Vividity: Training Expressive Subtitle Translation LLM via Adaptive Local Preference Optimization1 Feb 2026
- 2025From SALAMANDRA to SALAMANDRATA: BSC Submission for WMT25 General Machine Translation Shared Task18 Aug 2025
- 2025Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation9 Mar 2025
- 2024A review of faithfulness metrics for hallucination assessment in Large Language Models31 Dec 2024
- 2024Predicting Anchored Text from Translation Memories for Machine Translation Using Deep Learning Methods26 Sep 2024
- 2024MEXMA: Token-level objectives improve sentence representations19 Sep 2024
- 2024Human Evaluation of English--Irish Transformer-Based NMT4 Mar 2024
- 2024Transformers for Low-Resource Languages: Is F'eidir Linn!4 Mar 2024
- 2024Machine Translation in the Covid domain: an English-Irish case study for LoResMT 20212 Mar 2024
- 2024PIRB: A Comprehensive Benchmark of Polish Dense and Hybrid Text Retrieval Methods20 Feb 2024
- 2023Augmenting Large Language Model Translators via Translation Memories27 May 2023
4 more
- 2023Statistical Machine Translation for Indic Languages2 Jan 2023
- 2021Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages20 Dec 2021
- 2021Evaluation of contextual embeddings on less-resourced languages22 Jul 2021
- 2021Cross-lingual alignments of ELMo contextual embeddings30 Jun 2021
- 2023Augmenting Large Language Model Translators via Translation Memoriescited by 21
- 2024PIRB: A Comprehensive Benchmark of Polish Dense and Hybrid Text Retrieval Methodscited by 14
- 2024Machine Translation in the Covid domain: an English-Irish case study for LoResMT 2021cited by 9
- 2024Transformers for Low-Resource Languages: Is F'eidir Linn!cited by 9
- 2024A review of faithfulness metrics for hallucination assessment in Large Language Modelscited by 9
- 2021Training dataset and dictionary sizes matter in BERT models: the case of Baltic languagescited by 7
- 2021Evaluation of contextual embeddings on less-resourced languagescited by 4
- 2024MEXMA: Token-level objectives improve sentence representationscited by 4
- 2021Cross-lingual alignments of ELMo contextual embeddingscited by 3
- 2024Human Evaluation of English--Irish Transformer-Based NMTcited by 3
- 2025From SALAMANDRA to SALAMANDRATA: BSC Submission for WMT25 General Machine Translation Shared Taskcited by 3
- 2023Statistical Machine Translation for Indic Languagescited by 1
12 most cited of 14 All 14 (JSON)
- 2026GPT-NL Public Corpus: A Permissively Licensed, Dutch-First Dataset for LLM Pre-training1 Apr 2026
- 2025From SALAMANDRA to SALAMANDRATA: BSC Submission for WMT25 General Machine Translation Shared Task18 Aug 2025
- 2024A review of faithfulness metrics for hallucination assessment in Large Language Models31 Dec 2024
- 2024Predicting Anchored Text from Translation Memories for Machine Translation Using Deep Learning Methods26 Sep 2024
- 2024MEXMA: Token-level objectives improve sentence representations19 Sep 2024
- 2024Human Evaluation of English--Irish Transformer-Based NMT4 Mar 2024
- 2024Transformers for Low-Resource Languages: Is F'eidir Linn!4 Mar 2024
- 2024Machine Translation in the Covid domain: an English-Irish case study for LoResMT 20212 Mar 2024
- 2024PIRB: A Comprehensive Benchmark of Polish Dense and Hybrid Text Retrieval Methods20 Feb 2024
- 2023Augmenting Large Language Model Translators via Translation Memories27 May 2023
- 2023Statistical Machine Translation for Indic Languages2 Jan 2023
- 2021Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages20 Dec 2021
12 newest of 14 All 14 (JSON)