Christophe Servan

11 papers · 2012–2025 · 3 venues · across top CS/AI venues

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Achievements

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🗺️ Taxonomy Completionist (19) 🏃 Academic Marathon · Half 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

🧭 Keyword Pioneer 🧬 Topic Evolution 🏆 Keyword Champion (4) 💎 Century Club · Bronze ❓ The Questioner (2) 🚀 Conference Pioneer

Venues

COLING (7) Interspeech (3) ACL (1)

Top co-authors

Sophie Rosset (7) Sahar Ghannay (6) Oralie Cattan (2) Pierre Lepagnol (2) Thomas Gerald (2) Laurent Besacier (2) Benjamin Lecouteux (1) Simon Petitrenaud (1) Ngoc-Tien Le (1) Nesrine Bannour (1)

Research topics

Natural Language Processing (8) Artificial Intelligence (6) Machine Learning (6) Applications (5) Learning Paradigms (5) Deep Learning (3) Application Areas (3) Architectures (3) Core Methods (3) Resources & Methods (3) Core AI (1) Generation (1) Techniques (1) Understanding (1)

Keywords

spoken language understanding (4) french language (4) word embedding (3) model compression (2) few-shot learning (2) cross-lingual transfer (1) intent classification (1) clinical named entity recognition (1) automatic speech recognition (1) masked language model (1) machine translation (1) information retrieval (1) natural language understanding (1) efficient computing (1) distributed representation (1) semantic similarity (1) pre-trained language model (1) model benchmarking (1) parameter efficiency (1) prompt engineering (1)

Papers

Leveraging Information Retrieval to Enhance Spoken Language Understanding Prompts in Few-Shot Learning Interspeech 2025 A Benchmark Evaluation of Clinical Named Entity Recognition in French COLING 2024 mALBERT: Is a Compact Multilingual BERT Model Still Worth It? COLING 2024 New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark COLING 2024 Small Language Models Are Good Too: An Empirical Study of Zero-Shot Classification COLING 2024 Benchmarking Transformers-based models on French Spoken Language Understanding tasks Interspeech 2022 On the cross-lingual transferability of multilingual prototypical models across NLU tasks ACL 2021 Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation Task COLING 2020 Better Evaluation of ASR in Speech Translation Context Using Word Embeddings Interspeech 2016 Word2Vec vs DBnary: Augmenting METEOR using Vector Representations or Lexical Resources? COLING 2016 Calculation of Phrase Probabilities for Statistical Machine Translation by using Belief Functions COLING 2012