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Papers
The Role of Deductive and Inductive Reasoning in Large Language Models
ACL 2025
Think Clearly: Improving Reasoning via Redundant Token Pruning
EMNLP 2025
ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations
EMNLP 2025
Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness
ACL 2025
Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought
ICLR 2025
Transformers Provably Solve Parity Efficiently with Chain of Thought
ICLR 2025
Tree-of-AdEditor: Heuristic Tree Reasoning for Automated Video Advertisement Editing with Large Language Model
IJCAI 2025
Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning
EMNLP 2025
Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning
EMNLP 2025
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking
ICLR 2025
Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning
EMNLP 2025
Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference
EMNLP 2025
Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning
AAAI 2025
Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning
EMNLP 2025
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models
EMNLP 2025
VLR-Driver: Large Vision-Language-Reasoning Models for Embodied Autonomous Driving
ICCV 2025
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism
ACL 2025
Vulnerability of LLMs to Vertically Aligned Text Manipulations
ACL 2025
WalkVLM: Aid Visually Impaired People Walking by Vision Language Model
ICCV 2025
Weak2Wise: An Automated, Lightweight Framework for Weak-LLM-Friendly Reasoning Synthesis
EMNLP 2025
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective
ACL 2025
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning
EMNLP 2025
Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs
ACL 2025
WiCkeD: A Simple Method to Make Multiple Choice Benchmarks More Challenging
ACL 2025
Analyzing the Role of Semantic Representations in the Era of Large Language Models
NAACL 2024