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Bernardo Magnini

27 papers · 2000–2026 · 5 conferences · across top CS/AI conferences

Achievements

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+8 more ↓ 🏃 Academic Marathon (25) 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (5) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird
🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (5) 🏃 Academic Marathon (25) 🗃️ Keyword Collector (68) 🚀 Conference Pioneer 📈 Trend Setter 💎 Century Club (26) The Questioner (2)

Conferences

ACL (8) COLING (6) EMNLP (6) SEMEVAL (4) EACL (3)

Papers

Thesis Proposal: LLMs post-training for multilingual medical tasks. Instruction-Tuning, Continual-Pretraining or Reasoning? ACL 2026 Converting Annotated Clinical Cases into Structured Case Report Forms ACL 2025 Explanations explained. Influence of Free-text Explanations on LLMs and the Role of Implicit Knowledge EMNLP 2025 All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark EMNLP 2025 MedMT5: An Open-Source Multilingual Text-to-Text LLM for the Medical Domain COLING 2024 Get the Best out of 1B LLMs: Insights from Information Extraction on Clinical Documents ACL 2024 Towards Cost-effective Multi-style Conversations: A Pilot Study in Task-oriented Dialogue Generation COLING 2024 Dynamic Task-Oriented Dialogue: A Comparative Study of Llama-2 and Bert in Slot Value Generation EACL 2024 Addressing Domain Changes in Task-oriented Conversational Agents through Dialogue Adaptation EACL 2023 A smashed glass cannot be full: Generation of Commonsense Explanations through Prompt-based Few-shot Learning ACL 2023 How Far Can We Go with Data Selection? A Case Study on Semantic Sequence Tagging Tasks EMNLP 2020 Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey COLING 2020 FASTDial: Abstracting Dialogue Policies for Fast Development of Task Oriented Agents ACL 2019 Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding EMNLP 2018 A Methodology for Evaluating Interaction Strategies of Task-Oriented Conversational Agents EMNLP 2018 FBK-HLT-NLP at SemEval-2016 Task 2: A Multitask, Deep Learning Approach for Interpretable Semantic Textual Similarity SEMEVAL 2016 TextPro-AL: An Active Learning Platform for Flexible and Efficient Production of Training Data for NLP Tasks COLING 2016 SemEval-2015 Task 4: TimeLine: Cross-Document Event Ordering SEMEVAL 2015 The Excitement Open Platform for Textual Inferences ACL 2014 Toward Qualitative Evaluation of Textual Entailment Systems COLING 2010 IRST-BP: Web People Search Using Name Entities SEMEVAL 2007 SemEval-2007 Task 01: Evaluating WSD on Cross-Language Information Retrieval SEMEVAL 2007 Weakly Supervised Approaches for Ontology Population EACL 2006 Unsupervised Domain Relevance Estimation for Word Sense Disambiguation EMNLP 2004 A Semantic-based Approach to Interoperabiltity of Classification Hierarchies: Evaluation of Linguistic Techniques COLING 2004 Is It the Right Answer? Exploiting Web Redundancy for Answer Validation ACL 2002 Exploiting Lexical Expansions and Boolean Compositions for Web Querying ACL 2000