Better Think Thrice: Learning to Reason Causally with Double Counterfactual Consistency
Fuente:
arXiv
Saved in:
| Main Authors: | Lin, Victoria, Xu, Xinnuo, Lawrence, Rachel, Ueno, Risa, Sharma, Amit, Gonzalez, Javier, Prasad, Niranjani |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task
by: Curth, Alicia, et al.
Published: (2026)
by: Curth, Alicia, et al.
Published: (2026)
RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation
by: Xu, Xinnuo, et al.
Published: (2025)
by: Xu, Xinnuo, et al.
Published: (2025)
Reasoning Elicitation in Language Models via Counterfactual Feedback
by: Hüyük, Alihan, et al.
Published: (2024)
by: Hüyük, Alihan, et al.
Published: (2024)
Compositional Causal Reasoning Evaluation in Language Models
by: Maasch, Jacqueline R. M. A., et al.
Published: (2025)
by: Maasch, Jacqueline R. M. A., et al.
Published: (2025)
Parallel Sampling from Masked Diffusion Models via Conditional Independence Testing
by: Azangulov, Iskander, et al.
Published: (2025)
by: Azangulov, Iskander, et al.
Published: (2025)
DeduCE: Deductive Consistency as a Framework to Evaluate LLM Reasoning
by: Pandey, Atharva, et al.
Published: (2025)
by: Pandey, Atharva, et al.
Published: (2025)
Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models
by: Du, Chengyu, et al.
Published: (2024)
by: Du, Chengyu, et al.
Published: (2024)
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality
by: Kıcıman, Emre, et al.
Published: (2023)
by: Kıcıman, Emre, et al.
Published: (2023)
AdaptThink: Reasoning Models Can Learn When to Think
by: Zhang, Jiajie, et al.
Published: (2025)
by: Zhang, Jiajie, et al.
Published: (2025)
Executable Counterfactuals: Improving LLMs' Causal Reasoning Through Code
by: Vashishtha, Aniket, et al.
Published: (2025)
by: Vashishtha, Aniket, et al.
Published: (2025)
Teaching Transformers Causal Reasoning through Axiomatic Training
by: Vashishtha, Aniket, et al.
Published: (2024)
by: Vashishtha, Aniket, et al.
Published: (2024)
Causal-Counterfactual RAG: The Integration of Causal-Counterfactual Reasoning into RAG
by: Khadilkar, Harshad, et al.
Published: (2025)
by: Khadilkar, Harshad, et al.
Published: (2025)
Think Consistently, Reason Efficiently: Energy-Based Calibration for Implicit Chain-of-Thought
by: Chen, Zhikang, et al.
Published: (2025)
by: Chen, Zhikang, et al.
Published: (2025)
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model
by: Wan, Xu, et al.
Published: (2025)
by: Wan, Xu, et al.
Published: (2025)
Reward Models Identify Consistency, Not Causality
by: Xu, Yuhui, et al.
Published: (2025)
by: Xu, Yuhui, et al.
Published: (2025)
To Think or Not to Think: Exploring the Unthinking Vulnerability in Large Reasoning Models
by: Zhu, Zihao, et al.
Published: (2025)
by: Zhu, Zihao, et al.
Published: (2025)
Counterfactual Reasoning with Knowledge Graph Embeddings
by: Zellinger, Lena, et al.
Published: (2024)
by: Zellinger, Lena, et al.
Published: (2024)
DeepImagine: Learning Biomedical Reasoning via Successive Counterfactual Imagining
by: Zheng, Youze, et al.
Published: (2026)
by: Zheng, Youze, et al.
Published: (2026)
Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression
by: Singh, Joykirat, et al.
Published: (2025)
by: Singh, Joykirat, et al.
Published: (2025)
Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning
by: Zhang, Xue, et al.
Published: (2025)
by: Zhang, Xue, et al.
Published: (2025)
Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners
by: Xu, Xin, et al.
Published: (2025)
by: Xu, Xin, et al.
Published: (2025)
Reasoning Beyond Labels: Measuring LLM Sentiment in Low-Resource, Culturally Nuanced Contexts
by: Ochieng, Millicent, et al.
Published: (2025)
by: Ochieng, Millicent, et al.
Published: (2025)
ThinkRouter: Efficient Reasoning via Routing Thinking between Latent and Discrete Spaces
by: Xu, Xin, et al.
Published: (2026)
by: Xu, Xin, et al.
Published: (2026)
Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization
by: Wang, Mingyang, et al.
Published: (2024)
by: Wang, Mingyang, et al.
Published: (2024)
ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models
by: Sun, Chung-En, et al.
Published: (2025)
by: Sun, Chung-En, et al.
Published: (2025)
Train Long, Think Short: Curriculum Learning for Efficient Reasoning
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2025)
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2025)
PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning
by: Brahman, Faeze, et al.
Published: (2023)
by: Brahman, Faeze, et al.
Published: (2023)
Efficient Reasoning with Hidden Thinking
by: Shen, Xuan, et al.
Published: (2025)
by: Shen, Xuan, et al.
Published: (2025)
Efficient Reasoning with Balanced Thinking
by: Li, Yulin, et al.
Published: (2026)
by: Li, Yulin, et al.
Published: (2026)
Entropy-Aligned Decoding of LMs for Better Writing and Reasoning
by: Ahmed, Kareem, et al.
Published: (2026)
by: Ahmed, Kareem, et al.
Published: (2026)
Counterfactual Generation with Identifiability Guarantees
by: Yan, Hanqi, et al.
Published: (2024)
by: Yan, Hanqi, et al.
Published: (2024)
Flying Pigs, FaR and Beyond: Evaluating LLM Reasoning in Counterfactual Worlds
by: Joishy, Anish R, et al.
Published: (2025)
by: Joishy, Anish R, et al.
Published: (2025)
Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning
by: Qin, Zhanyue, et al.
Published: (2026)
by: Qin, Zhanyue, et al.
Published: (2026)
CoRT: Code-integrated Reasoning within Thinking
by: Li, Chengpeng, et al.
Published: (2025)
by: Li, Chengpeng, et al.
Published: (2025)
Optimizing Language Models for Human Preferences is a Causal Inference Problem
by: Lin, Victoria, et al.
Published: (2024)
by: Lin, Victoria, et al.
Published: (2024)
Asynchronous Reasoning: Training-Free Interactive Thinking LLMs
by: Yakushev, George, et al.
Published: (2025)
by: Yakushev, George, et al.
Published: (2025)
CoLD: Counterfactually-Guided Length Debiasing for Process Reward Models in Mathematical Reasoning
by: Zheng, Congmin, et al.
Published: (2025)
by: Zheng, Congmin, et al.
Published: (2025)
When Two LLMs Debate, Both Think They'll Win
by: Prasad, Pradyumna Shyama, et al.
Published: (2025)
by: Prasad, Pradyumna Shyama, et al.
Published: (2025)
Reducing Credit Assignment Variance via Counterfactual Reasoning Paths
by: Ding, Fei, et al.
Published: (2026)
by: Ding, Fei, et al.
Published: (2026)
Thinking Fast, Thinking Wrong: Intuitiveness Modulates LLM Counterfactual Reasoning in Policy Evaluation
by: He, Yanjie
Published: (2026)
by: He, Yanjie
Published: (2026)
Similar Items
-
Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task
by: Curth, Alicia, et al.
Published: (2026) -
RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation
by: Xu, Xinnuo, et al.
Published: (2025) -
Reasoning Elicitation in Language Models via Counterfactual Feedback
by: Hüyük, Alihan, et al.
Published: (2024) -
Compositional Causal Reasoning Evaluation in Language Models
by: Maasch, Jacqueline R. M. A., et al.
Published: (2025) -
Parallel Sampling from Masked Diffusion Models via Conditional Independence Testing
by: Azangulov, Iskander, et al.
Published: (2025)