CoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Bohan, Zhang, Xiaokang, Zhang, Jing, Yu, Jifan, Luo, Sijia, Tang, Jie |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dynamic Scaling of Unit Tests for Code Reward Modeling
by: Ma, Zeyao, et al.
Published: (2025)
by: Ma, Zeyao, et al.
Published: (2025)
SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation
by: Ma, Zeyao, et al.
Published: (2024)
by: Ma, Zeyao, et al.
Published: (2024)
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios
by: Zhang, Xiaokang, et al.
Published: (2024)
by: Zhang, Xiaokang, et al.
Published: (2024)
Transferable and Efficient Non-Factual Content Detection via Probe Training with Offline Consistency Checking
by: Zhang, Xiaokang, et al.
Published: (2024)
by: Zhang, Xiaokang, et al.
Published: (2024)
Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts
by: Luo, Sijia, et al.
Published: (2026)
by: Luo, Sijia, et al.
Published: (2026)
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning
by: Jin, Senjie, et al.
Published: (2025)
by: Jin, Senjie, et al.
Published: (2025)
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought
by: Zhang, Bowen, et al.
Published: (2023)
by: Zhang, Bowen, et al.
Published: (2023)
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution
by: Li, Chenghao, et al.
Published: (2025)
by: Li, Chenghao, et al.
Published: (2025)
Privacy-preserved LLM Cascade via CoT-enhanced Policy Learning
by: Zhang, Kai, et al.
Published: (2024)
by: Zhang, Kai, et al.
Published: (2024)
ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis
by: Liu, Yanming, et al.
Published: (2024)
by: Liu, Yanming, et al.
Published: (2024)
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL
by: Zhang, Yu, et al.
Published: (2025)
by: Zhang, Yu, et al.
Published: (2025)
Culturally-Grounded Chain-of-Thought (CG-CoT):Enhancing LLM Performance on Culturally-Specific Tasks in Low-Resource Languages
by: Thakur, Madhavendra
Published: (2025)
by: Thakur, Madhavendra
Published: (2025)
LLMs Faithfully and Iteratively Compute Answers During CoT: A Systematic Analysis With Multi-step Arithmetics
by: Kudo, Keito, et al.
Published: (2024)
by: Kudo, Keito, et al.
Published: (2024)
SaRO: Enhancing LLM Safety through Reasoning-based Alignment
by: Mou, Yutao, et al.
Published: (2025)
by: Mou, Yutao, et al.
Published: (2025)
CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis
by: Zhang, Xinyu, et al.
Published: (2025)
by: Zhang, Xinyu, et al.
Published: (2025)
From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step
by: Deng, Yuntian, et al.
Published: (2024)
by: Deng, Yuntian, et al.
Published: (2024)
Reverse That Number! Decoding Order Matters in Arithmetic Learning
by: Zhang-Li, Daniel, et al.
Published: (2024)
by: Zhang-Li, Daniel, et al.
Published: (2024)
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought
by: Zhang, Boxuan, et al.
Published: (2025)
by: Zhang, Boxuan, et al.
Published: (2025)
Mol-R1: Towards Explicit Long-CoT Reasoning in Molecule Discovery
by: Li, Jiatong, et al.
Published: (2025)
by: Li, Jiatong, et al.
Published: (2025)
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
by: Tong, Zhao, et al.
Published: (2026)
by: Tong, Zhao, et al.
Published: (2026)
CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
by: Feng, Kehua, et al.
Published: (2025)
by: Feng, Kehua, et al.
Published: (2025)
Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models
by: Zhang, Ruiqi, et al.
Published: (2025)
by: Zhang, Ruiqi, et al.
Published: (2025)
EFT-CoT: A Multi-Agent Chain-of-Thought Framework for Emotion-Focused Therapy
by: Du, Lanqing, et al.
Published: (2026)
by: Du, Lanqing, et al.
Published: (2026)
Enhancing LLM-Based Short Answer Grading with Retrieval-Augmented Generation
by: Chu, Yucheng, et al.
Published: (2025)
by: Chu, Yucheng, et al.
Published: (2025)
Nash CoT: Multi-Path Inference with Preference Equilibrium
by: Zhang, Ziqi, et al.
Published: (2024)
by: Zhang, Ziqi, et al.
Published: (2024)
How Likely Do LLMs with CoT Mimic Human Reasoning?
by: Bao, Guangsheng, et al.
Published: (2024)
by: Bao, Guangsheng, et al.
Published: (2024)
Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic
by: Zheng, Xin, et al.
Published: (2024)
by: Zheng, Xin, et al.
Published: (2024)
Investigating Mysteries of CoT-Augmented Distillation
by: Wadhwa, Somin, et al.
Published: (2024)
by: Wadhwa, Somin, et al.
Published: (2024)
PST-Bench: Tracing and Benchmarking the Source of Publications
by: Zhang, Fanjin, et al.
Published: (2024)
by: Zhang, Fanjin, et al.
Published: (2024)
Chain-of-Though (CoT) prompting strategies for medical error detection and correction
by: Wu, Zhaolong, et al.
Published: (2024)
by: Wu, Zhaolong, et al.
Published: (2024)
Towards Efficient CoT Distillation: Self-Guided Rationale Selector for Better Performance with Fewer Rationales
by: Yan, Jianzhi, et al.
Published: (2025)
by: Yan, Jianzhi, et al.
Published: (2025)
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation
by: Tang, Shuo, et al.
Published: (2024)
by: Tang, Shuo, et al.
Published: (2024)
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
by: Sprague, Zayne, et al.
Published: (2024)
by: Sprague, Zayne, et al.
Published: (2024)
Evaluating, Synthesizing, and Enhancing for Customer Support Conversation
by: Zhu, Jie, et al.
Published: (2025)
by: Zhu, Jie, et al.
Published: (2025)
CMDAG: A Chinese Metaphor Dataset with Annotated Grounds as CoT for Boosting Metaphor Generation
by: Shao, Yujie, et al.
Published: (2024)
by: Shao, Yujie, et al.
Published: (2024)
Efficient Long CoT Reasoning in Small Language Models
by: Wang, Zhaoyang, et al.
Published: (2025)
by: Wang, Zhaoyang, et al.
Published: (2025)
Through the Valley: Path to Effective Long CoT Training for Small Language Models
by: Luo, Renjie, et al.
Published: (2025)
by: Luo, Renjie, et al.
Published: (2025)
OmniSQL: Synthesizing High-quality Text-to-SQL Data at Scale
by: Li, Haoyang, et al.
Published: (2025)
by: Li, Haoyang, et al.
Published: (2025)
Beyond In-Distribution Success: Scaling Curves of CoT Granularity for Language Model Generalization
by: Wang, Ru, et al.
Published: (2025)
by: Wang, Ru, et al.
Published: (2025)
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers
by: Zhang, Tianhua, et al.
Published: (2024)
by: Zhang, Tianhua, et al.
Published: (2024)
Similar Items
-
Dynamic Scaling of Unit Tests for Code Reward Modeling
by: Ma, Zeyao, et al.
Published: (2025) -
SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation
by: Ma, Zeyao, et al.
Published: (2024) -
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios
by: Zhang, Xiaokang, et al.
Published: (2024) -
Transferable and Efficient Non-Factual Content Detection via Probe Training with Offline Consistency Checking
by: Zhang, Xiaokang, et al.
Published: (2024) -
Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts
by: Luo, Sijia, et al.
Published: (2026)