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Large Language Models

6405 directly classified papers

Papers per year

Papers

Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025
STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection ACL 2025
Dialogue-RAG: Enhancing Retrieval for LLMs via Node-Linking Utterance Rewriting ACL 2025
Evaluating LLMs for Portuguese Sentence Simplification with Linguistic Insights ACL 2025
Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025
Retrospective Learning from Interactions ACL 2025
Can Language Models Replace Programmers for Coding? REPOCOD Says ‘Not Yet’ ACL 2025
Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025
Multiple LLM Agents Debate for Equitable Cultural Alignment ACL 2025
RefreshKV: Updating Small KV Cache During Long-form Generation ACL 2025
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings ACL 2025
Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective ACL 2025
Language Models Grow Less Humanlike beyond Phase Transition ACL 2025
PCoT: Persuasion-Augmented Chain of Thought for Detecting Fake News and Social Media Disinformation ACL 2025
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025
On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025
HelpSteer3: Human-Annotated Feedback and Edit Data to Empower Inference-Time Scaling in Open-Ended General-Domain Tasks ACL 2025
Balancing the Budget: Understanding Trade-offs Between Supervised and Preference-Based Finetuning ACL 2025
Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025
Do Language Models Have Semantics? On the Five Standard Positions ACL 2025
HumT DumT: Measuring and controlling human-like language in LLMs ACL 2025
Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025
Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ACL 2025
ChatBench: From Static Benchmarks to Human-AI Evaluation ACL 2025