Aletheia: Quantifying Cognitive Conviction in Reasoning Models via Regularized Inverse Confusion Matrix
Fuente:
arXiv
Saved in:
| Main Author: | Fu, Fanzhe |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Beyond Accuracy: Decomposing the Reasoning Efficiency of LLMs
by: Kaiser, Daniel, et al.
Published: (2026)
by: Kaiser, Daniel, et al.
Published: (2026)
Targeted Lexical Injection: Unlocking Latent Cross-Lingual Alignment in Lugha-Llama via Early-Layer LoRA Fine-Tuning
by: Ngugi, Stanley
Published: (2025)
by: Ngugi, Stanley
Published: (2025)
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026)
by: Lasbordes, Maxence, et al.
Published: (2026)
IFMTBench: A Comprehensive Benchmark for Multilingual Translation Instruction Following
by: Sun, Mingrui, et al.
Published: (2026)
by: Sun, Mingrui, et al.
Published: (2026)
Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
Doğal Dil İşlemede Tokenizasyon Standartları ve Ölçümü: Türkçe Üzerinden Büyük Dil Modellerinin Karşılaştırmalı Analizi
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
Büyük Dil Modelleri için TR-MMLU Benchmarkı: Performans Değerlendirmesi, Zorluklar ve İyileştirme Fırsatları
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework
by: Nieth, Björn, et al.
Published: (2026)
by: Nieth, Björn, et al.
Published: (2026)
Detecting Sleeper Agents in Large Language Models via Semantic Drift Analysis
by: Zanbaghi, Shahin, et al.
Published: (2025)
by: Zanbaghi, Shahin, et al.
Published: (2025)
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
DRO-InstructZero: Distributionally Robust Prompt Optimization for Large Language Models
by: Li, Yangyang
Published: (2025)
by: Li, Yangyang
Published: (2025)
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
How much do LLMs learn from negative examples?
by: Hamdan, Shadi, et al.
Published: (2025)
by: Hamdan, Shadi, et al.
Published: (2025)
CLMN: Concept based Language Models via Neural Symbolic Reasoning
by: Yang, Yibo
Published: (2025)
by: Yang, Yibo
Published: (2025)
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
by: Dang, Kieu, et al.
Published: (2025)
by: Dang, Kieu, et al.
Published: (2025)
Beyond Subtokens: A Rich Character Embedding for Low-resource and Morphologically Complex Languages
by: Schneider, Felix, et al.
Published: (2026)
by: Schneider, Felix, et al.
Published: (2026)
Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback
by: Juzek, Tom S., et al.
Published: (2025)
by: Juzek, Tom S., et al.
Published: (2025)
From Noise to Diversity: Random Embedding Injection in LLM Reasoning
by: Kim, Heejun, et al.
Published: (2026)
by: Kim, Heejun, et al.
Published: (2026)
Formal Proofs as Structured Explanations: Proposing Several Tasks on Explainable Natural Language Inference
by: Abzianidze, Lasha
Published: (2023)
by: Abzianidze, Lasha
Published: (2023)
Improving Commonsense Bias Classification by Mitigating the Influence of Demographic Terms
by: Lee, JinKyu, et al.
Published: (2024)
by: Lee, JinKyu, et al.
Published: (2024)
Causally Grounded Mechanistic Interpretability for LLMs with Faithful Natural-Language Explanations
by: Mahale, Ajay Pravin
Published: (2026)
by: Mahale, Ajay Pravin
Published: (2026)
Semantic Convergence: Investigating Shared Representations Across Scaled LLMs
by: Son, Daniel, et al.
Published: (2025)
by: Son, Daniel, et al.
Published: (2025)
Towards Ontology-Enhanced Representation Learning for Large Language Models
by: Ronzano, Francesco, et al.
Published: (2024)
by: Ronzano, Francesco, et al.
Published: (2024)
Mitigating Position-Shift Failures in Text-Based Modular Arithmetic via Position Curriculum and Template Diversity
by: Yudin, Nikolay
Published: (2026)
by: Yudin, Nikolay
Published: (2026)
Representing LLMs in Prompt Semantic Task Space
by: Kashani, Idan, et al.
Published: (2025)
by: Kashani, Idan, et al.
Published: (2025)
Exploiting Web Search Tools of AI Agents for Data Exfiltration
by: Rall, Dennis, et al.
Published: (2025)
by: Rall, Dennis, et al.
Published: (2025)
Manipulating Transformer-Based Models: Controllability, Steerability, and Robust Interventions
by: Alpay, Faruk, et al.
Published: (2025)
by: Alpay, Faruk, et al.
Published: (2025)
AIPsy-Affect: A Keyword-Free Clinical Stimulus Battery for Mechanistic Interpretability of Emotion in Language Models
by: Keeman, Michael
Published: (2026)
by: Keeman, Michael
Published: (2026)
Transactional Attention: Semantic Sponsorship for KV-Cache Retention
by: Basu, Abhinaba
Published: (2026)
by: Basu, Abhinaba
Published: (2026)
lmfaoooo at SemEval-2026 Task 1: Humor Is an Audience. Preference Modeling for Constrained Humor Generation
by: Tikhonov, Alexey, et al.
Published: (2026)
by: Tikhonov, Alexey, et al.
Published: (2026)
Product-of-Experts Training Reduces Dataset Artifacts in Natural Language Inference
by: Mathew, Aby Mammen
Published: (2026)
by: Mathew, Aby Mammen
Published: (2026)
No Memorization, No Detection: Output Distribution-Based Contamination Detection in Small Language Models
by: Sela, Omer
Published: (2026)
by: Sela, Omer
Published: (2026)
Vis-CoT: A Human-in-the-Loop Framework for Interactive Visualization and Intervention in LLM Chain-of-Thought Reasoning
by: Pather, Kaviraj, et al.
Published: (2025)
by: Pather, Kaviraj, et al.
Published: (2025)
Multilingual and Multimodal LLMs in the Wild: Building for Low-Resource Languages
by: Alam, Firoj, et al.
Published: (2026)
by: Alam, Firoj, et al.
Published: (2026)
LLM-Based Multi-Task Bangla Hate Speech Detection: Type, Severity, and Target
by: Hasan, Md Arid, et al.
Published: (2025)
by: Hasan, Md Arid, et al.
Published: (2025)
PropXplain: Can LLMs Enable Explainable Propaganda Detection?
by: Hasanain, Maram, et al.
Published: (2025)
by: Hasanain, Maram, et al.
Published: (2025)
Sinhala Transliteration: A Comparative Analysis Between Rule-based and Seq2Seq Approaches
by: De Mel, Yomal, et al.
Published: (2024)
by: De Mel, Yomal, et al.
Published: (2024)
Large Language Models for Propaganda Span Annotation
by: Hasanain, Maram, et al.
Published: (2023)
by: Hasanain, Maram, et al.
Published: (2023)
Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs
by: Hill, Brennen, et al.
Published: (2025)
by: Hill, Brennen, et al.
Published: (2025)
Communicative Agents for Slideshow Storytelling Video Generation based on LLMs
by: Fan, Jingxing, et al.
Published: (2025)
by: Fan, Jingxing, et al.
Published: (2025)
Similar Items
-
Beyond Accuracy: Decomposing the Reasoning Efficiency of LLMs
by: Kaiser, Daniel, et al.
Published: (2026) -
Targeted Lexical Injection: Unlocking Latent Cross-Lingual Alignment in Lugha-Llama via Early-Layer LoRA Fine-Tuning
by: Ngugi, Stanley
Published: (2025) -
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026) -
IFMTBench: A Comprehensive Benchmark for Multilingual Translation Instruction Following
by: Sun, Mingrui, et al.
Published: (2026) -
Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)