Image de couverture de livre

Mitigating Hallucinations in Zero-Shot Scientific Summarisation: A Pilot Study

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Jaaouine, Imane, King, Ross D.
Format:	Preprint
Publié:	2025
Sujets:	Computation and Language Artificial Intelligence I.2.6
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Adaptive Activation Cancellation for Hallucination Mitigation in Large Language Models
par: Yocam, Eric, et autres
Publié: (2026)

Council Mode: A Heterogeneous Multi-Agent Consensus Framework for Reducing LLM Hallucination and Bias
par: Wu, Shuai, et autres
Publié: (2026)

Weakly Supervised Distillation of Hallucination Signals into Transformer Representations
par: Salehmohamed, Shoaib Sadiq, et autres
Publié: (2026)

EvoIdeator: Evolving Scientific Ideas through Checklist-Grounded Reinforcement Learning
par: Sauter, Andreas, et autres
Publié: (2026)

Beyond Hallucinations: A Composite Score for Measuring Reliability in Open-Source Large Language Models
par: Salla, Rohit Kumar, et autres
Publié: (2025)

Incentives or Ontology? A Structural Rebuttal to OpenAI's Hallucination Thesis
par: Ackermann, Richard, et autres
Publié: (2025)

Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation
par: Lyu, Bohan, et autres
Publié: (2024)

Improving Commonsense Bias Classification by Mitigating the Influence of Demographic Terms
par: Lee, JinKyu, et autres
Publié: (2024)

KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models
par: Liu, Zhongxin, et autres
Publié: (2025)

Re-Mask and Redirect: Exploiting Denoising Irreversibility in Diffusion Language Models
par: Singh, Arth
Publié: (2026)

Let's Think Dot by Dot: Hidden Computation in Transformer Language Models
par: Pfau, Jacob, et autres
Publié: (2024)

CRAFT: Clustered Regression for Adaptive Filtering of Training data
par: Panda, Parthasarathi, et autres
Publié: (2026)

EMA Is Not All You Need: Mapping the Boundary Between Structure and Content in Recurrent Context
par: Singh, Arth
Publié: (2026)

In-Context Fixation: When Demonstrated Labels Override Semantics in Few-Shot Classification
par: Liu, Ming
Publié: (2026)

Synthius-Mem: Brain-Inspired Hallucination-Resistant Persona Memory Achieving 94.4% Memory Accuracy and 99.6% Adversarial Robustness on LoCoMo
par: Gadzhiev, Artem, et autres
Publié: (2026)

ImmigrationQA: A Source-Grounded Dataset and Small-Model Adaptation for U.S. Immigration Law
par: Shportun, Nazarii
Publié: (2026)

A Hierarchical Error Framework for Reliable Automated Coding in Communication Research: Applications to Health and Political Communication
par: Zhao, Zhilong, et autres
Publié: (2025)

Distilling Self-Consistency into Verbal Confidence: A Pre-Registered Negative Result and Post-Hoc Rescue on Gemma 3 4B
par: Cacioli, Jon-Paul
Publié: (2026)

Accelerating Complex Disease Treatment through Network Medicine and GenAI: A Case Study on Drug Repurposing for Breast Cancer
par: Hamed, Ahmed Abdeen, et autres
Publié: (2024)

Graph Your Way to Inspiration: Integrating Co-Author Graphs with Retrieval-Augmented Generation for Large Language Model Based Scientific Idea Generation
par: Xie, Pengzhen, et autres
Publié: (2025)

Entropy-Based Measurement of Value Drift and Alignment Work in Large Language Models
par: Fadli, Samih
Publié: (2025)

KAConvText: Novel Approach to Burmese Sentence Classification using Kolmogorov-Arnold Convolution
par: Thu, Ye Kyaw, et autres
Publié: (2025)

When Persuasion Overrides Truth in Multi-Agent LLM Debates: Introducing a Confidence-Weighted Persuasion Override Rate (CW-POR)
par: Agarwal, Mahak, et autres
Publié: (2025)

Bridging the Reasoning Gap: Small LLMs Can Plan with Generalised Strategies
par: Borro, Andrey, et autres
Publié: (2025)

Resource for Error Analysis in Text Simplification: New Taxonomy and Test Collection
par: Vendeville, Benjamin, et autres
Publié: (2025)

Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation
par: Bouchekif, Abdessalam, et autres
Publié: (2025)

Can AI Read Between The Lines? Benchmarking LLMs On Financial Nuance
par: Kubica, Dominick, et autres
Publié: (2025)

SECURA: Sigmoid-Enhanced CUR Decomposition with Uninterrupted Retention and Low-Rank Adaptation in Large Language Models
par: Zhang, Yuxuan
Publié: (2025)

Exemplar Retrieval Without Overhypothesis Induction: Limits of Distributional Sequence Learning in Early Word Learning
par: Cacioli, Jon-Paul
Publié: (2026)

Distributed Multi-Layer Editing for Rule-Level Knowledge in Large Language Models
par: Wang, Yating, et autres
Publié: (2026)

Align and Shine: Building High-Quality Sentence-Aligned Corpora for Multilingual Text Simplification
par: Hilasaca, Kenji, et autres
Publié: (2026)

Intention Collapse: Intention-Level Metrics for Reasoning in Language Models
par: Vera, Patricio
Publié: (2026)

Whether, Not Which: Mechanistic Interpretability Reveals Dissociable Affect Reception and Emotion Categorization in LLMs
par: Keeman, Michael
Publié: (2026)

Why Models Know But Don't Say: Chain-of-Thought Faithfulness Divergence Between Thinking Tokens and Answers in Open-Weight Reasoning Models
par: Young, Richard J.
Publié: (2026)

The Pragmatic Persona: Discovering LLM Persona through Bridging Inference
par: Yang, Jisoo, et autres
Publié: (2026)

Training Language Models to Win Debates with Self-Play Improves Judge Accuracy
par: Arnesen, Samuel, et autres
Publié: (2024)

RMGAP: Benchmarking the Generalization of Reward Models across Diverse Preferences
par: Zhou, Yangyang, et autres
Publié: (2026)

UrduBench: An Urdu Reasoning Benchmark using Contextually Ensembled Translations with Human-in-the-Loop
par: Shafique, Muhammad Ali, et autres
Publié: (2026)

Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors -- Vision, Implementation Attempt, and Lessons from AI-Assisted Development
par: Aditto, Arif
Publié: (2026)

Truth as a Compression Artifact in Language Model Training
par: Krestnikov, Konstantin
Publié: (2026)