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Elena Voita

19 papers · 2018–2024 · 5 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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+6 more ↓ 🗺️ Taxonomy Completionist (35) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
🧭 Keyword Pioneer 🔬 Deep Specialist (12) 🗃️ Keyword Collector (95) 📈 Trend Setter 💎 Century Club · Bronze ⚡ Prolific Year · Productive

Venues

ACL (8) EMNLP (8) EACL (1) NAACL (1) NeurIPS (1)

Top co-authors

Rico Sennrich (8) Ivan Titov (8) Javier Ferrando (3) Loic Barrault (2) Dmitrii Emelianenko (2) Pavel Serdyukov (2) David Dale (2) Marta R. Costa-jussà (2) Christoforos Nalmpantis (1) Cynthia Gao (1)

Research topics

Natural Language Processing (15) Deep Learning (12) Applications (12) Machine Learning (9) Artificial Intelligence (6) Core AI (6) Architectures (5) Generation (5) Optimization & Theory · Deep Learning (5) Core Methods (4) Learning Types · Deep Learning (4) Learning Types · Machine Learning (4) Optimization & Theory · Machine Learning (3) Resources & Methods (3) Models (2)

Keywords

neural machine translation (9) machine translation (5) document-level translation (3) hallucination detection (3) representation learning (3) context-aware translation (2) pronoun translation (2) attention head (2) language model (2) transformer architecture (2) source contribution (2) text generation (1) graph learning (1) cross-lingual embedding (1) multilingual nlp (1) unsupervised learning (1) model behavior (1) factual accuracy (1) coreference resolution (1) attention mechanism (1)

Papers

Information Flow Routes: Automatically Interpreting Language Models at Scale EMNLP 2024 Know When To Stop: A Study of Semantic Drift in Text Generation NAACL 2024 LM Transparency Tool: Interactive Tool for Analyzing Transformer Language Models ACL 2024 Neurons in Large Language Models: Dead, N-gram, Positional ACL 2024 Detecting and Mitigating Hallucinations in Machine Translation: Model Internal Workings Alone Do Well, Sentence Similarity Even Better ACL 2023 HalOmi: A Manually Annotated Benchmark for Multilingual Hallucination and Omission Detection in Machine Translation EMNLP 2023 Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation EACL 2023 Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation ACL 2021 Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT EMNLP 2021 BPE-Dropout: Simple and Effective Subword Regularization ACL 2020 Embedding Words in Non-Vector Space with Unsupervised Graph Learning EMNLP 2020 Information-Theoretic Probing with Minimum Description Length EMNLP 2020 Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned ACL 2019 Context-Aware Monolingual Repair for Neural Machine Translation EMNLP 2019 Sequence Modeling with Unconstrained Generation Order NeurIPS 2019 The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives EMNLP 2019 When a Good Translation is Wrong in Context: Context-Aware Machine Translation Improves on Deixis, Ellipsis, and Lexical Cohesion ACL 2019 A Large-Scale Test Set for the Evaluation of Context-Aware Pronoun Translation in Neural Machine Translation EMNLP 2018 Context-Aware Neural Machine Translation Learns Anaphora Resolution ACL 2018