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Natural Language Processing
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Information Extraction
3209 directly classified papers
Papers per year
2002: 1
2003: 1
2009: 1
2011: 3
2012: 2
2013: 1
2016: 28
2017: 113
2018: 179
2019: 278
2020: 323
2021: 412
2022: 424
2023: 426
2024: 437
2025: 489
2026: 91
Papers
Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models
COLING 2025
Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching
COLING 2025
WordWiz at SemEval-2025 Task 10: Optimizing Narrative Extraction in Multilingual News via Fine-Tuned Language Models
SEMEVAL 2025
Wikidata-Driven Entity-Aware Translation: Boosting LLMs with External Knowledge
SEMEVAL 2025
PATeam at SemEval-2025 Task 10: Two-stage News Analytical Framework: Target-oriented Semantic Segmentation and Sequence Generation LLMs for Cross-Lingual Entity and Narrative Analysis
SEMEVAL 2025
Detecting Manipulation in Ukrainian Telegram: A Transformer-Based Approach to Technique Classification and Span Identification
ACL 2025
Proper Noun Diacritization for Arabic Wikipedia: A Benchmark Dataset
ACL 2025
Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework
ACL 2025
Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR
ACL 2025
Cognitive Mirroring for DocRE: A Self-Supervised Iterative Reflection Framework with Triplet-Centric Explicit and Implicit Feedback
ACL 2025
SpeechEE@XLLM25: End-to-End Structured Event Extraction from Speech
ACL 2025
DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles
ACL 2025
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations
ACL 2025
DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt
ACL 2025
SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction
ACL 2025
SheffieldGATE at SemEval-2025 Task 2: Multi-Stage Reasoning with Knowledge Fusion for Entity Translation
ACL 2025
WC Team at SemEval-2025 Task 6: PromiseEval: Multinational, Multilingual, Multi-Industry Promise Verification leveraging monolingual and multilingual BERT models
ACL 2025
NLP_CIMAT at SemEval-2025 Task 3: Just Ask GPT or look Inside. A prompt and Neural Networks Approach to Hallucination Detection
ACL 2025
PATeam at SemEval-2025 Task 10: Two-stage News Analytical Framework: Target-oriented Semantic Segmentation and Sequence Generation LLMs for Cross-Lingual Entity and Narrative Analysis
ACL 2025
MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries
ACL 2025
SemEval 2025 Task 10: Multilingual Characterization and Extraction of Narratives from Online News
ACL 2025
Overview of the Fifth Workshop on Scholarly Document Processing
ACL 2025
GraphTranslate: Predicting Clinical Trial Translation using Graph Neural Networks on Biomedical Literature
ACL 2025
Collage: Decomposable Rapid Prototyping for Co-Designed Information Extraction on Scientific PDFs
ACL 2025
Document Attribution: Examining Citation Relationships using Large Language Models
ACL 2025
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