Reasoning Models Know What's Important, and Encode It in Their Activations
Fuente:
arXiv
Saved in:
| Main Authors: | Nikankin, Yaniv, Tutek, Martin, Ashuach, Tomer, Rosenfeld, Jonathan, Belinkov, Yonatan |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
REVS: Unlearning Sensitive Information in Language Models via Rank Editing in the Vocabulary Space
by: Ashuach, Tomer, et al.
Published: (2024)
by: Ashuach, Tomer, et al.
Published: (2024)
Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics
by: Nikankin, Yaniv, et al.
Published: (2024)
by: Nikankin, Yaniv, et al.
Published: (2024)
Same Task, Different Circuits: Disentangling Modality-Specific Mechanisms in VLMs
by: Nikankin, Yaniv, et al.
Published: (2025)
by: Nikankin, Yaniv, et al.
Published: (2025)
CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)
by: Ashuach, Tomer, et al.
Published: (2025)
Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
by: Ashuach, Tomer, et al.
Published: (2026)
by: Ashuach, Tomer, et al.
Published: (2026)
ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs
by: Simhi, Adi, et al.
Published: (2025)
by: Simhi, Adi, et al.
Published: (2025)
LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations
by: Orgad, Hadas, et al.
Published: (2024)
by: Orgad, Hadas, et al.
Published: (2024)
ReFACT: Updating Text-to-Image Models by Editing the Text Encoder
by: Arad, Dana, et al.
Published: (2023)
by: Arad, Dana, et al.
Published: (2023)
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
by: Simhi, Adi, et al.
Published: (2026)
by: Simhi, Adi, et al.
Published: (2026)
Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer
by: Simhi, Adi, et al.
Published: (2025)
by: Simhi, Adi, et al.
Published: (2025)
Position-aware Automatic Circuit Discovery
by: Haklay, Tal, et al.
Published: (2025)
by: Haklay, Tal, et al.
Published: (2025)
Distinguishing Ignorance from Error in LLM Hallucinations
by: Simhi, Adi, et al.
Published: (2024)
by: Simhi, Adi, et al.
Published: (2024)
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMs
by: Simhi, Adi, et al.
Published: (2024)
by: Simhi, Adi, et al.
Published: (2024)
Are formal and functional linguistic mechanisms dissociated in language models?
by: Hanna, Michael, et al.
Published: (2025)
by: Hanna, Michael, et al.
Published: (2025)
Multilingual Multi-Label Emotion Classification at Scale with Synthetic Data
by: Borisov, Vadim
Published: (2026)
by: Borisov, Vadim
Published: (2026)
Transparent but Powerful: Explainability, Accuracy, and Generalizability in ADHD Detection from Social Media Data
by: Wiechmann, D., et al.
Published: (2024)
by: Wiechmann, D., et al.
Published: (2024)
What is Wrong with Language Models that Can Not Tell a Story?
by: Yamshchikov, Ivan P., et al.
Published: (2022)
by: Yamshchikov, Ivan P., et al.
Published: (2022)
Have Faith in Faithfulness: Going Beyond Circuit Overlap When Finding Model Mechanisms
by: Hanna, Michael, et al.
Published: (2024)
by: Hanna, Michael, et al.
Published: (2024)
Enhancing OCR for Sino-Vietnamese Language Processing via Fine-tuned PaddleOCRv5
by: Nguyen, Minh Hoang, et al.
Published: (2025)
by: Nguyen, Minh Hoang, et al.
Published: (2025)
Do LLMs Know What They Know? Measuring Metacognitive Efficiency with Signal Detection Theory
by: Cacioli, Jon-Paul
Published: (2026)
by: Cacioli, Jon-Paul
Published: (2026)
Logits-Constrained Framework with RoBERTa for Ancient Chinese NER
by: Hua, Wenjie, et al.
Published: (2025)
by: Hua, Wenjie, et al.
Published: (2025)
A Dataset for Metaphor Detection in Early Medieval Hebrew Poetry
by: Toker, Michael, et al.
Published: (2024)
by: Toker, Michael, et al.
Published: (2024)
ECLAIR: Enhanced Clarification for Interactive Responses in an Enterprise AI Assistant
by: Murzaku, John, et al.
Published: (2025)
by: Murzaku, John, et al.
Published: (2025)
CLMN: Concept based Language Models via Neural Symbolic Reasoning
by: Yang, Yibo
Published: (2025)
by: Yang, Yibo
Published: (2025)
Can LLMs Compute with Reasons?
by: Sandilya, Harshit, et al.
Published: (2024)
by: Sandilya, Harshit, et al.
Published: (2024)
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)
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)
Co-NAML-LSTUR: A Combined Model with Attentive Multi-View Learning and Long- and Short-term User Representations for News Recommendation
by: Nguyen, Minh Hoang, et al.
Published: (2025)
by: Nguyen, Minh Hoang, et al.
Published: (2025)
Improving French Synthetic Speech Quality via SSML Prosody Control
by: Ouali, Nassima Ould, et al.
Published: (2025)
by: Ouali, Nassima Ould, et al.
Published: (2025)
New Skills or Sharper Primitives? A Probabilistic Perspective on the Emergence of Reasoning in RLVR
by: Wang, Zhilin, et al.
Published: (2026)
by: Wang, Zhilin, et al.
Published: (2026)
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis
by: Xi, Wang, et al.
Published: (2025)
by: Xi, Wang, et al.
Published: (2025)
Culturally-Nuanced Story Generation for Reasoning in Low-Resource Languages: The Case of Javanese and Sundanese
by: Pranida, Salsabila Zahirah, et al.
Published: (2025)
by: Pranida, Salsabila Zahirah, et al.
Published: (2025)
Optimizing What We Trust: Reliability-Guided QUBO Selection of Multi-Agent Weak Framing Signals for Arabic Sentiment Prediction
by: Alkhalifa, Rabab
Published: (2026)
by: Alkhalifa, Rabab
Published: (2026)
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026)
by: Lasbordes, Maxence, et al.
Published: (2026)
Growing a Tail: Increasing Output Diversity in Large Language Models
by: Shur-Ofry, Michal, et al.
Published: (2024)
by: Shur-Ofry, Michal, et al.
Published: (2024)
Evaluating GenAI for Simplifying Texts for Education: Improving Accuracy and Consistency for Enhanced Readability
by: Day, Stephanie L., et al.
Published: (2025)
by: Day, Stephanie L., et al.
Published: (2025)
PaperAudit-Bench: Benchmarking Error Detection in Research Papers for Critical Automated Peer Review
by: Tu, Songjun, et al.
Published: (2026)
by: Tu, Songjun, et al.
Published: (2026)
D-SMART: Enhancing LLM Dialogue Consistency via Dynamic Structured Memory And Reasoning Tree
by: Lei, Xiang, et al.
Published: (2025)
by: Lei, Xiang, et al.
Published: (2025)
Thinking Longer, Not Always Smarter: Evaluating LLM Capabilities in Hierarchical Legal Reasoning
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
HACK: Hallucinations Along Certainty and Knowledge Axes
by: Simhi, Adi, et al.
Published: (2025)
by: Simhi, Adi, et al.
Published: (2025)
Similar Items
-
REVS: Unlearning Sensitive Information in Language Models via Rank Editing in the Vocabulary Space
by: Ashuach, Tomer, et al.
Published: (2024) -
Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics
by: Nikankin, Yaniv, et al.
Published: (2024) -
Same Task, Different Circuits: Disentangling Modality-Specific Mechanisms in VLMs
by: Nikankin, Yaniv, et al.
Published: (2025) -
CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025) -
Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
by: Ashuach, Tomer, et al.
Published: (2026)