Information Extraction

SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP EMNLP 2025 SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025 SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities ACL 2025 Seeds of Discourse: A Multilingual Corpus of Direct Quotations from African Media on Agricultural Biotechnologies NAACL 2025 Seeing the Same Story Differently: Framing‐Divergent Event Coreference for Computational Framing Analysis EMNLP 2025 Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text COLING 2025 Semantic Evaluation of Multilingual Data-to-Text Generation via NLI Fine-Tuning: Precision, Recall and F1 scores ACL 2025 Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025 Semantic Outlier Removal with Embedding Models and LLMs ACL 2025 SemEval 2025 Task 10: Multilingual Characterization and Extraction of Narratives from Online News SemEval 2025 SemEval-2025 Task 6: Multinational, Multilingual, Multi-Industry Promise Verification SemEval 2025 SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection ACL 2025 Sequential-NIAH: A Needle-In-A-Haystack Benchmark for Extracting Sequential Needles from Long Contexts EMNLP 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025 SNAP: Semantic Stories for Next Activity Prediction AAAI 2025 SNaRe: Domain-aware Data Generation for Low-Resource Event Detection EMNLP 2025 Soft Syntactic Reinforcement for Neural Event Extraction NAACL 2025 SOMD2025: A Challenging Shared Tasks for Software Related Information Extraction ACL 2025 SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts ACL 2025 Spatial relation marking across languages: extraction, evaluation, analysis CoNLL 2025 SpatialWebAgent: Leveraging Large Language Models for Automated Spatial Information Extraction and Map Grounding ACL 2025 SpeechEE@XLLM25: End-to-End Structured Event Extraction from Speech ACL 2025 SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction ACL 2025