Listen to the Layers: Mitigating Hallucinations with Inter-Layer Disagreement
Fuente:
arXiv
Saved in:
| Main Authors: | Subbalakshmi, Koduvayur, Ujjal, Sabbir Hossain, Mangichetty, Venkata Krishna Teja, Soofi, Nastaran Jamalipour |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Streamlining Redundant Layers to Compress Large Language Models
by: Chen, Xiaodong, et al.
Published: (2024)
by: Chen, Xiaodong, et al.
Published: (2024)
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity
by: Pan, Xinghan
Published: (2025)
by: Pan, Xinghan
Published: (2025)
Dealing with Annotator Disagreement in Hate Speech Classification
by: Dehghan, Somaiyeh, et al.
Published: (2025)
by: Dehghan, Somaiyeh, et al.
Published: (2025)
Plan with Code: Comparing approaches for robust NL to DSL generation
by: Bassamzadeh, Nastaran, et al.
Published: (2024)
by: Bassamzadeh, Nastaran, et al.
Published: (2024)
A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation
by: Bassamzadeh, Nastaran, et al.
Published: (2024)
by: Bassamzadeh, Nastaran, et al.
Published: (2024)
RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
by: Saji, Alan, et al.
Published: (2025)
by: Saji, Alan, et al.
Published: (2025)
Text-Based Approaches to Item Difficulty Modeling in Large-Scale Assessments: A Systematic Review
by: Peters, Sydney, et al.
Published: (2025)
by: Peters, Sydney, et al.
Published: (2025)
MedHal: An Evaluation Dataset for Medical Hallucination Detection
by: Mehenni, Gaya, et al.
Published: (2025)
by: Mehenni, Gaya, et al.
Published: (2025)
Hallucination or Creativity: How to Evaluate AI-Generated Scientific Stories?
by: Argese, Alex, et al.
Published: (2026)
by: Argese, Alex, et al.
Published: (2026)
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset
by: Mascarell, Laura, et al.
Published: (2024)
by: Mascarell, Laura, et al.
Published: (2024)
TRACE: Trajectory Correction from Cross-layer Evidence for Hallucination Reduction
by: Ranade, Tej Sanibh
Published: (2026)
by: Ranade, Tej Sanibh
Published: (2026)
Revisiting Intermediate-Layer Matching in Knowledge Distillation: Layer-Selection Strategy Doesn't Matter (Much)
by: Yu, Zony, et al.
Published: (2025)
by: Yu, Zony, et al.
Published: (2025)
Red Teaming for Large Language Models At Scale: Tackling Hallucinations on Mathematics Tasks
by: Buszydlik, Aleksander, et al.
Published: (2023)
by: Buszydlik, Aleksander, et al.
Published: (2023)
Seeing Through the Fog: A Cost-Effectiveness Analysis of Hallucination Detection Systems
by: Thomas, Alexander, et al.
Published: (2024)
by: Thomas, Alexander, et al.
Published: (2024)
Detecting Hallucinations in Graph Retrieval-Augmented Generation via Attention Patterns and Semantic Alignment
by: Li, Shanghao, et al.
Published: (2025)
by: Li, Shanghao, et al.
Published: (2025)
Fine-Tuned Large Language Models for Logical Translation: Reducing Hallucinations with Lang2Logic
by: Pan, Muyu, et al.
Published: (2025)
by: Pan, Muyu, et al.
Published: (2025)
Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models
by: Benkirane, Kenza, et al.
Published: (2024)
by: Benkirane, Kenza, et al.
Published: (2024)
LayerTracer: A Joint Task-Particle and Vulnerable-Layer Analysis framework for Arbitrary Large Language Model Architectures
by: Wu, Yuhang, et al.
Published: (2026)
by: Wu, Yuhang, et al.
Published: (2026)
Cognitive Load Limits in Large Language Models: Benchmarking Multi-Hop Reasoning
by: Adapala, Sai Teja Reddy
Published: (2025)
by: Adapala, Sai Teja Reddy
Published: (2025)
Mitigating LLM Hallucinations through Domain-Grounded Tiered Retrieval
by: Haque, Md. Asraful, et al.
Published: (2026)
by: Haque, Md. Asraful, et al.
Published: (2026)
No Free Swap: Protocol-Dependent Layer Redundancy in Transformers
by: Garcia, Gabriel
Published: (2026)
by: Garcia, Gabriel
Published: (2026)
Three Regimes of Context-Parametric Conflict: A Predictive Framework and Empirical Validation
by: Venkata, Pruthvinath Jeripity
Published: (2026)
by: Venkata, Pruthvinath Jeripity
Published: (2026)
Do Models Know Why They Changed Their Mind? Interpretability and Faithfulness of Chain-of-Thought Under Knowledge Conflict
by: Venkata, Pruthvinath Jeripity
Published: (2026)
by: Venkata, Pruthvinath Jeripity
Published: (2026)
Adaptive Activation Cancellation for Hallucination Mitigation in Large Language Models
by: Yocam, Eric, et al.
Published: (2026)
by: Yocam, Eric, et al.
Published: (2026)
Adversarial Lens: Exploiting Attention Layers to Generate Adversarial Examples for Evaluation
by: Dhole, Kaustubh
Published: (2025)
by: Dhole, Kaustubh
Published: (2025)
Change Is the Only Constant: Dynamic LLM Slicing based on Layer Redundancy
by: Dumitru, Razvan-Gabriel, et al.
Published: (2024)
by: Dumitru, Razvan-Gabriel, et al.
Published: (2024)
Reducing Hallucinations in Summarization via Reinforcement Learning with Entity Hallucination Index
by: Katwe, Praveenkumar, et al.
Published: (2025)
by: Katwe, Praveenkumar, et al.
Published: (2025)
Disentangling Direction and Magnitude in Transformer Representations: A Double Dissociation Through L2-Matched Perturbation Analysis
by: Vardhan, Mangadoddi Srikar, et al.
Published: (2026)
by: Vardhan, Mangadoddi Srikar, et al.
Published: (2026)
Evaluating the Efficacy of Hybrid Deep Learning Models in Distinguishing AI-Generated Text
by: Oketunji, Abiodun Finbarrs
Published: (2023)
by: Oketunji, Abiodun Finbarrs
Published: (2023)
BitCal-TTS: Bit-Calibrated Test-Time Scaling for Quantized Reasoning Models
by: Patarlapalli, Sai Babu, et al.
Published: (2026)
by: Patarlapalli, Sai Babu, et al.
Published: (2026)
Layer-Wise Quantization: A Pragmatic and Effective Method for Quantizing LLMs Beyond Integer Bit-Levels
by: Dumitru, Razvan-Gabriel, et al.
Published: (2024)
by: Dumitru, Razvan-Gabriel, et al.
Published: (2024)
Applied Explainability for Large Language Models: A Comparative Study
by: Kancharla, Venkata Abhinandan
Published: (2026)
by: Kancharla, Venkata Abhinandan
Published: (2026)
Beyond Recall: Behavioral Specification as an Interpretive Layer for AI Personalization
by: Gulaya, Aarik
Published: (2026)
by: Gulaya, Aarik
Published: (2026)
Low-Resource Court Judgment Summarization for Common Law Systems
by: Liu, Shuaiqi, et al.
Published: (2024)
by: Liu, Shuaiqi, et al.
Published: (2024)
Bidirectional RAG: Safe Self-Improving Retrieval-Augmented Generation Through Multi-Stage Validation
by: Chinthala, Teja
Published: (2025)
by: Chinthala, Teja
Published: (2025)
LayerRoute: Input-Conditioned Adaptive Layer Skipping via LoRA Fine-Tuning for Agentic Language Models
by: Sikdar, Prateek Kumar
Published: (2026)
by: Sikdar, Prateek Kumar
Published: (2026)
Council Mode: A Heterogeneous Multi-Agent Consensus Framework for Reducing LLM Hallucination and Bias
by: Wu, Shuai, et al.
Published: (2026)
by: Wu, Shuai, et al.
Published: (2026)
Weakly Supervised Distillation of Hallucination Signals into Transformer Representations
by: Salehmohamed, Shoaib Sadiq, et al.
Published: (2026)
by: Salehmohamed, Shoaib Sadiq, et al.
Published: (2026)
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective
by: Lavrinovics, Ernests, et al.
Published: (2024)
by: Lavrinovics, Ernests, et al.
Published: (2024)
Textual Data Bias Detection and Mitigation -- An Extensible Pipeline with Experimental Evaluation
by: Görge, Rebekka, et al.
Published: (2025)
by: Görge, Rebekka, et al.
Published: (2025)
Similar Items
-
Streamlining Redundant Layers to Compress Large Language Models
by: Chen, Xiaodong, et al.
Published: (2024) -
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity
by: Pan, Xinghan
Published: (2025) -
Dealing with Annotator Disagreement in Hate Speech Classification
by: Dehghan, Somaiyeh, et al.
Published: (2025) -
Plan with Code: Comparing approaches for robust NL to DSL generation
by: Bassamzadeh, Nastaran, et al.
Published: (2024) -
A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation
by: Bassamzadeh, Nastaran, et al.
Published: (2024)