Large Language Models

Findings of the AmericasNLP 2025 Shared Tasks on Machine Translation, Creation of Educational Material, and Translation Metrics for Indigenous Languages of the Americas NAACL 2025 Findings of the Fourth Shared Task on Multilingual Coreference Resolution: Can LLMs Dethrone Traditional Approaches? EMNLP 2025 Findings of the TSAR 2025 Shared Task on Readability-Controlled Text Simplification EMNLP 2025 Findings of the WMT 2025 Shared Task LLMs with Limited Resources for Slavic Languages: MT and QA EMNLP 2025 Findings of the WMT25 Multilingual Instruction Shared Task: Persistent Hurdles in Reasoning, Generation, and Evaluation EMNLP 2025 FiNE: Filtering and Improving Noisy Data Elaborately with Large Language Models NAACL 2025 Fine-Grained Constraint Generation-Verification for Improved Instruction-Following ACL 2025 Fine-grained Knowledge Enhancement for Retrieval-Augmented Generation ACL 2025 FineReason: Evaluating and Improving LLMs’ Deliberate Reasoning through Reflective Puzzle Solving ACL 2025 Fine-Tune on the Format: First Improving Multiple-Choice Evaluation for Intermediate LLM Checkpoints ACL 2025 Fine-Tuning Language Models with Collaborative and Semantic Experts AAAI 2025 Fine-tuning Large Language Models for Improving Factuality in Legal Question Answering COLING 2025 Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework ACL 2025 Finetuning LLMs for EvaCun 2025 token prediction shared task NAACL 2025 Finetuning LLMs for Human Behavior Prediction in Social Science Experiments EMNLP 2025 Fine-tuning LLMs to Extract Epilepsy Seizure Frequency Data from Health Records ACL 2025 Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance IJCNLP 2025 FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models NAACL 2025 FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering EMNLP 2025 FinMind-Y-Me at the Regulations Challenge Task: Financial Mind Your Meaning based on THaLLE COLING 2025 FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging ICCV 2025 FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025 FinNLP-FNP-LLMFinLegal-2025 Shared Task: Regulations Challenge COLING 2025 FIPO: Free-form Instruction-oriented Prompt Optimization with Preference Dataset and Modular Fine-tuning Schema COLING 2025 FiRC-NLP at SemEval-2025 Task 3: Exploring Prompting Approaches for Detecting Hallucinations in LLMs SemEval 2025