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AAAI 2026 Bridge LMReasoning Submissions

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The Path of Least Resistance: Guiding LLM Reasoning Trajectories with Prefix Consensus
Ishan Jindal, Sai Prashanth Akuthota, Jayant Taneja, SACHIN DEV SHARMA
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
LogicFlow: Integrating Symbolic Deduction and Gradient-Based Reasoning in Large Language Models
Maowei Jiang, Qi Wang, Yifan WANG, Peter Búš, Zhang Wenyan, Hongliang Niu, Yusong Hu
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Orchestrating Symbolic and Sub-Symbolic Reasoning: A Multi-Agent LLM Framework for Complex Scientific Problem-Solving
Mahule Roy, Subhas Roy
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Hypothesis Generation via LLM-Automated Language Bias for ILP
Yang Yang, Jiemin Wu, Yutao Yue
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Evaluating LLMs on Syllogistic Reasoning: A Human–Model Accuracy Comparison under Premise Order Effects
Yuqi Ding, Yiming Zhang, Yanmei Gu, Guoping Du, Junbo Zhao
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
A Study on the Reasoning Ability of LLMs Using Negation Principles in Chinese Sentences
Ran Li, Lingxiang Fan, Gan Ze, Zhaoyang Gao, Lifei Wang, Renjia Xiao, Zhe Yu, Guiyun Zhao, Zhe Lin
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning Oral
- Readers: Everyone
Explain the Why: A Dual-Layer Interpretable Framework for Mental Health Detection
Bo Yuan, Yulin Chen
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
A Survey on LLM Symbolic Reasoning
Jindong Li, Yali Fu, Yang Yang, Jiahong Liu, Hongce Zhang, Haoxuan Li, Yutao Yue, Menglin Yang
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
A Logical Approach to Interpret Neural Network: Formalizing Hopfield Network Dynamics
Xiaoxuan Fu, Ke Wu
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Retrieval-Augmented Reasoning for Visual Localization
Pan Tao, BosenPeng, Yu Fang
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Limits of Continuous Chain-of-Thought in Multi-Step and Multi-Chain Reasoning
Ayhan Suleymanzade, Andreas Bergmeister, Stefanie Jegelka
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Evaluating Autoformalization Robustness via Semantically Similar Paraphrasing
Hayden Moore, Asfahan Shah
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Don’t Overthink It: Detecting and Truncating Overthinking in LRMs with Lightweight DeBERTa
Hsien Xin Peng, Aaroosh Rustagi, Khushal Murthy, Attrey Koul, Kevin Zhu
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Incentivizing Strong Reasoning from Weak Supervision
Yige Yuan, Teng Xiao, Shuchang Tao, Xue Wang, Jinyang Gao, Bolin Ding, Bingbing Xu
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
LLMs for Game Theory: Entropy-Guided In-Context Learning and Adaptive CoT Reasoning
Tommaso Felice Banfi, Sashenka Gamage
- Published: 15 Nov 2025, Last Modified: 11 Apr 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
From Logical Mismatch to Logical Alignment：The Integration of the Logic of Evidential Reasoning and the Logic of Multi-Agent Collaboration Framework
Jiawen Zhang, Jinze Sang, Chenggong Zhao, Juan Li, Jianzhong Shi
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Modeling Chain-of-Thought Degradation in Pruned Language Models: Fidelity and Similarity Analysis for Mathematical Reasoning
AVINASH KUMAR SHARMA, Tushar Shinde
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
SCoRE: Benchmarking Long-Chain Reasoning in Commonsense Scenarios
Weidong Zhan, Yue Wang, Nan Hu, Liming Xiao, Jingyuan Ma, Yuhang Qin, Zheng Li, Yixin Yang, Sirui Deng, Jinkun Ding, Qingxiu Dong, Wenhan Ma, Rui Li, Weilin Luo, Qun Liu, Zhifang Sui
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning Oral
- Readers: Everyone
FaST-3D: Integrating Fast and Slow Thinking for 3D Visual Question Answering
Yuhang Liu, Boyi Sun, Yuzheng Hu, Jing Yang, Yutong Wang, Fei-Yue Wang
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
SIGMA: Search-Augmented On-Demand Knowledge Integration for Agentic Mathematical Reasoning
Ali Asgarov, Umid Suleymanov, Aadyant Khatri
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Beyond Translation: A Decomposed Collaborative Reasoning Framework Harnessing LLMs and Symbolic Solvers
Zhixin Zhang, Shaobo Zhang, Chengcan Wu, Meng Sun
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Consistent Biases in Large Language Models' Syllogistic Reasoning
Limeng Ge
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
An LLM-Assisted Belief Rule Base Model for Explainable Decision Classification
Lixian Xu, Jun Liu, Aftab Ali, Li Zou, Dehu Yu, Peng Shi
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
Event-State Semantics: The Formal Semantics of English Temporal Sentences
Zhang Wenyan, Zhang Kai, Zhou Beihai, Dong Su, Hao Lin
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
ArgBench: A Lean based Benchmark for Automated Theorem Provers on General-Purpose Reasoning Tasks
Dongheng Chen, Jilin Wang, Xueyuan Lin
- Published: 15 Nov 2025, Last Modified: 08 Mar 2026
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone

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