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Natural Language Understanding

678 directly classified papers

Papers per year

Papers

LLMs can be easily Confused by Instructional Distractions ACL 2025
nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow ACL 2025
Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers ACL 2025
On the Acquisition of Shared Grammatical Representations in Bilingual Language Models ACL 2025
PolyNarrative: A Multilingual, Multilabel, Multi-domain Dataset for Narrative Extraction from News Articles ACL 2025
KRISTEVA: Close Reading as a Novel Task for Benchmarking Interpretive Reasoning ACL 2025
Where Are We? Evaluating LLM Performance on African Languages ACL 2025
PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement ACL 2025
FLOW-BENCH: Towards Conversational Generation of Enterprise Workflows EMNLP 2025
Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning AAAI 2025
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing AAAI 2025
Is There No Such Thing as a Bad Question? H4R: HalluciBot for Ratiocination, Rewriting, Ranking, and Routing AAAI 2025
Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025
Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025
ADEPT-SQL: A High-performance Text-to-SQL Application for Real-World Enterprise-Level Databases ACL 2025
RusConText Benchmark: A Russian Language Evaluation Benchmark for Understanding Context ACL 2025
FINKRX: Establishing Best Practices for Korean Financial NLP ACL 2025
ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages ACL 2025
PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data ACL 2025
C2LEVA: Toward Comprehensive and Contamination-Free Language Model Evaluation ACL 2025
CNNSum: Exploring Long-Context Summarization with Large Language Models in Chinese Novels ACL 2025
Using Large Language Models to Perform MIPVU-Inspired Automatic Metaphor Detection ACL 2025
Automated L2 Proficiency Scoring: Weak Supervision, Large Language Models, and Statistical Guarantees ACL 2025
Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors ACL 2025
TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025