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Large Language Models

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Papers

Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025
The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation ACL 2025
CogniBench: A Legal-inspired Framework and Dataset for Assessing Cognitive Faithfulness of Large Language Models ACL 2025
Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models ACL 2025
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025
PsyDial: A Large-scale Long-term Conversational Dataset for Mental Health Support ACL 2025
Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction ACL 2025
Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025
Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference ACL 2025
HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring ACL 2025
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models ACL 2025
IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization ACL 2025
CoreEval: Automatically Building Contamination-Resilient Datasets with Real-World Knowledge toward Reliable LLM Evaluation ACL 2025
RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering ACL 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models ACL 2025
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement ACL 2025
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data Synthesis ACL 2025
Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis ACL 2025
LESA: Learnable LLM Layer Scaling-Up ACL 2025
MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025
Towards the Law of Capacity Gap in Distilling Language Models ACL 2025
Keys to Robust Edits: From Theoretical Insights to Practical Advances ACL 2025
Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025
Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025