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References (71)

[1]
Real-Time Detection of Hallucinated Entities in Long-Form Generation
2025Oscar Obeso, Andy Arditi et al.
[2]
Persistent Instability in LLM's Personality Measurements: Effects of Scale, Reasoning, and Conversation History
2025Tommaso Tosato, Saskia Helbling et al.
[3]
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs
2025Denis Janiak, Jakub Binkowski et al.
[4]
ICR Probe: Tracking Hidden State Dynamics for Reliable Hallucination Detection in LLMs
2025Zhenliang Zhang, Xinyu Hu et al.
[5]
Structural Classification of Locally Stationary Time Series Based on Second-order Characteristics
2025Chen Qian, Xiucai Ding et al.
[6]
Boosting LLM Reasoning via Spontaneous Self-Correction
2025Xutong Zhao, Tengyu Xu et al.
[7]
Measuring Sycophancy of Language Models in Multi-turn Dialogues
2025Jiseung Hong, Grace Byun et al.
[8]
Reasoning Models Better Express Their Confidence
2025Dongkeun Yoon, Seungone Kim et al.
[9]
Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective
2025ZhongXiang Sun, Qipeng Wang et al.
[10]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[11]
LLMs Get Lost In Multi-Turn Conversation
2025Philippe Laban, Hiroaki Hayashi et al.
[12]
Evaluating Evaluation Metrics - The Mirage of Hallucination Detection
2025Atharva Kulkarni, Yuan Zhang et al.
[13]
ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification
2025Hyunseok Lee, Seunghyuk Oh et al.
[14]
"Don't Forget the Teachers": Towards an Educator-Centered Understanding of Harms from Large Language Models in Education
2025Emma Harvey, Allison Koenecke et al.
[15]
Understanding Multimodal LLMs Under Distribution Shifts: An Information-Theoretic Approach
2025Changdae Oh, Zhen Fang et al.
[16]
MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs
2025Ved Sirdeshmukh, Kaustubh Deshpande et al.
[17]
The Clinicians’ Guide to Large Language Models: A General Perspective With a Focus on Hallucinations
2025Dimitri Roustan, François Bastardot
[18]
A Survey on Multi-Turn Interaction Capabilities of Large Language Models
2025Chen Zhang, Xinyi Dai et al.
[19]
Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs
2024Zhe Yang, Yichang Zhang et al.
[20]
2M-BELEBELE: Highly Multilingual Speech and American Sign Language Comprehension Dataset
2024M. Costa-jussà, Bokai Yu et al.

Showing 20 of 71 references

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