Shiyu Ni
5 papers · 2024–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(13)
🏆
Keyword Champion
(3)
❓
The Questioner
(3)
Top co-authors
Research topics
Keywords
knowledge boundary
(3)
confidence calibration
(2)
question answering
(1)
hidden state
(1)
vision-language model
(1)
hallucination mitigation
(1)
uncertainty estimation
(1)
retrieval augmentation
(1)
reasoning chain
(1)
risk control
(1)
parametric knowledge
(1)
internal state
(1)
large language model
(1)
question reformulation
(1)
model-based evaluation
(1)
judgment accuracy
(1)
knowledge editing
(1)
automatic judge
(1)
factual accuracy
(1)
Papers
How Long Reasoning Chains Influence LLMs’ Judgment of Answer Factuality
ACL 2026
Do LVLMs Know What They Know? A Systematic Study of Knowledge Boundary Perception in LVLMs
EMNLP 2025
Is Factuality Enhancement a Free Lunch For LLMs? Better Factuality Can Lead to Worse Context-Faithfulness
ICLR 2025
Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception
ACL 2025
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs’ Overconfidence Helps Retrieval Augmentation
ACL 2024