CGES: Confidence-Guided Early Stopping for Efficient and Accurate Self-Consistency
Fuente:
arXiv
Saved in:
| Main Authors: | Aghazadeh, Ehsan, Ghasemi, Ahmad, Beyhaghi, Hedyeh, Pishro-Nik, Hossein |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Ergodic Trajectory Design by Learned Pushforward Maps: Provable Coverage via Conditional Flow Matching
by: Aghazadeh, Ehsan, et al.
Published: (2026)
by: Aghazadeh, Ehsan, et al.
Published: (2026)
Tiny Graph Neural Networks for Radio Resource Management
by: Ghasemi, Ahmad, et al.
Published: (2024)
by: Ghasemi, Ahmad, et al.
Published: (2024)
The Active and Noise-Tolerant Strategic Perceptron
by: Balcan, Maria-Florina, et al.
Published: (2025)
by: Balcan, Maria-Florina, et al.
Published: (2025)
New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs
by: Balcan, Maria-Florina, et al.
Published: (2023)
by: Balcan, Maria-Florina, et al.
Published: (2023)
Confidence-Weighted Token Set Cover for Early Hypothesis Pruning in Self-Consistency
by: Sultan, Md Arafat, et al.
Published: (2025)
by: Sultan, Md Arafat, et al.
Published: (2025)
Early Stopping for Large Reasoning Models via Confidence Dynamics
by: Hosseini, Parsa, et al.
Published: (2026)
by: Hosseini, Parsa, et al.
Published: (2026)
FLOP-Efficient Training: Early Stopping Based on Test-Time Compute Awareness
by: Amer, Hossam, et al.
Published: (2026)
by: Amer, Hossam, et al.
Published: (2026)
Confidence Improves Self-Consistency in LLMs
by: Taubenfeld, Amir, et al.
Published: (2025)
by: Taubenfeld, Amir, et al.
Published: (2025)
Learning When to Sample: Confidence-Aware Self-Consistency for Efficient LLM Chain-of-Thought Reasoning
by: Xiong, Juming, et al.
Published: (2026)
by: Xiong, Juming, et al.
Published: (2026)
TRACES: Tagging Reasoning Steps for Adaptive Cost-Efficient Early-Stopping
by: Belkhiter, Yannis, et al.
Published: (2026)
by: Belkhiter, Yannis, et al.
Published: (2026)
Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
by: Sun, Renliang, et al.
Published: (2025)
by: Sun, Renliang, et al.
Published: (2025)
Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning
by: Lee, Sangmook, et al.
Published: (2025)
by: Lee, Sangmook, et al.
Published: (2025)
Competition Complexity in Multi-Item Auctions: Beyond VCG and Regularity
by: Beyhaghi, Hedyeh, et al.
Published: (2025)
by: Beyhaghi, Hedyeh, et al.
Published: (2025)
Two-Sided Time-Independent Regret for Matching Markets with Limited Interviews
by: Mirfakhar, Amirmahdi, et al.
Published: (2026)
by: Mirfakhar, Amirmahdi, et al.
Published: (2026)
Answer Convergence as a Signal for Early Stopping in Reasoning
by: Liu, Xin, et al.
Published: (2025)
by: Liu, Xin, et al.
Published: (2025)
Early Stopping Chain-of-thoughts in Large Language Models
by: Mao, Minjia, et al.
Published: (2025)
by: Mao, Minjia, et al.
Published: (2025)
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models
by: Jing, Liqiang, et al.
Published: (2025)
by: Jing, Liqiang, et al.
Published: (2025)
The Secretary Problem with Predictions and a Chosen Order
by: Karisani, Helia, et al.
Published: (2026)
by: Karisani, Helia, et al.
Published: (2026)
CAP: Evaluation of Persuasive and Creative Image Generation
by: Aghazadeh, Aysan, et al.
Published: (2024)
by: Aghazadeh, Aysan, et al.
Published: (2024)
Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection
by: Yan, Cilin, et al.
Published: (2024)
by: Yan, Cilin, et al.
Published: (2024)
DECK: A Consistency x Confidence Taxonomy of LLM Hallucinations
by: Chauhan, Mohit Singh
Published: (2026)
by: Chauhan, Mohit Singh
Published: (2026)
Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence
by: Ghasemabadi, Amirhosein, et al.
Published: (2025)
by: Ghasemabadi, Amirhosein, et al.
Published: (2025)
CoRefine: Confidence-Guided Self-Refinement for Adaptive Test-Time Compute
by: Jin, Chen, et al.
Published: (2026)
by: Jin, Chen, et al.
Published: (2026)
Early-Exit and Instant Confidence Translation Quality Estimation
by: Zouhar, Vilém, et al.
Published: (2025)
by: Zouhar, Vilém, et al.
Published: (2025)
Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models
by: Min, Dehai, et al.
Published: (2026)
by: Min, Dehai, et al.
Published: (2026)
SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models
by: Ding, Peng, et al.
Published: (2025)
by: Ding, Peng, et al.
Published: (2025)
Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency
by: Vashurin, Roman, et al.
Published: (2025)
by: Vashurin, Roman, et al.
Published: (2025)
Confidence-Guided Error Correction for Disordered Speech Recognition
by: Hernandez, Abner, et al.
Published: (2025)
by: Hernandez, Abner, et al.
Published: (2025)
ConfRAG: Confidence-Guided Retrieval-Augmenting Generation
by: Huang, Yin, et al.
Published: (2025)
by: Huang, Yin, et al.
Published: (2025)
Exploiting All Samples in Low-Resource Sentence Classification: Early Stopping and Initialization Parameters
by: Choi, Hongseok, et al.
Published: (2021)
by: Choi, Hongseok, et al.
Published: (2021)
Just on Time: Token-Level Early Stopping for Diffusion Language Models
by: Kohut, Zahar, et al.
Published: (2026)
by: Kohut, Zahar, et al.
Published: (2026)
Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis
by: Ghosh, Reshmi, et al.
Published: (2024)
by: Ghosh, Reshmi, et al.
Published: (2024)
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference
by: Zeng, Ziqian, et al.
Published: (2023)
by: Zeng, Ziqian, et al.
Published: (2023)
Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior
by: Ardebili, Ali Aghazadeh, et al.
Published: (2026)
by: Ardebili, Ali Aghazadeh, et al.
Published: (2026)
Logit-Entropy Adaptive Stopping Heuristic for Efficient Chain-of-Thought Reasoning
by: Quamar, Mohammad Atif, et al.
Published: (2025)
by: Quamar, Mohammad Atif, et al.
Published: (2025)
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
by: Sui, Yang, et al.
Published: (2025)
by: Sui, Yang, et al.
Published: (2025)
From Judgment to Interference: Early Stopping LLM Harmful Outputs via Streaming Content Monitoring
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, et al.
Published: (2025)
Self-signals Driven Multi-LLM Debate for Efficient and Accurate Reasoning
by: Chen, Xuhang, et al.
Published: (2025)
by: Chen, Xuhang, et al.
Published: (2025)
Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models' Uncertainty?
by: Liu, Jiayu, et al.
Published: (2025)
by: Liu, Jiayu, et al.
Published: (2025)
All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning
by: Zhang, Caiqi, et al.
Published: (2025)
by: Zhang, Caiqi, et al.
Published: (2025)
Similar Items
-
Ergodic Trajectory Design by Learned Pushforward Maps: Provable Coverage via Conditional Flow Matching
by: Aghazadeh, Ehsan, et al.
Published: (2026) -
Tiny Graph Neural Networks for Radio Resource Management
by: Ghasemi, Ahmad, et al.
Published: (2024) -
The Active and Noise-Tolerant Strategic Perceptron
by: Balcan, Maria-Florina, et al.
Published: (2025) -
New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs
by: Balcan, Maria-Florina, et al.
Published: (2023) -
Confidence-Weighted Token Set Cover for Early Hypothesis Pruning in Self-Consistency
by: Sultan, Md Arafat, et al.
Published: (2025)