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Papers
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs
EMNLP 2025
READoc: A Unified Benchmark for Realistic Document Structured Extraction
ACL 2025
Relation-Rich Visual Document Generator for Visual Information Extraction
CVPR 2025
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction
EMNLP 2025
Robust Table Information Extraction from Sustainability Reports: A Time-Aware Hybrid Two-Step Approach
ACL 2025
RuCCoD: Towards Automated ICD Coding in Russian
EMNLP 2025
SciEvent: Benchmarking Multi-domain Scientific Event Extraction
EMNLP 2025
SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature
EMNLP 2025
SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types
ACL 2025
Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models
ACL 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
Sequential-NIAH: A Needle-In-A-Haystack Benchmark for Extracting Sequential Needles from Long Contexts
EMNLP 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
Source Attribution for Large Language Models
IJCNLP 2025
Spatial relation marking across languages: extraction, evaluation, analysis
CoNLL 2025
SpecialtyScribe: Enhancing SOAP note Scribing for Medical Specialties using LLM’s
NAACL 2025
SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction
ACL 2025
SQUiD: Synthesizing Relational Databases from Unstructured Text
EMNLP 2025
Storybranch - generating multimedia content from novels
NAACL 2025
Structured Information Extraction from Nepali Scanned Documents using Layout Transformer and LLMs
COLING 2025
Summary Factual Inconsistency Detection Based on LLMs Enhanced by Universal Information Extraction
ACL 2025
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text
EMNLP 2025
Tapping into Social Media in Crisis: A Survey
ACL 2025