Siya Qi
7 papers · 2020–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(22)
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The Questioner
Top co-authors
Research topics
Artificial Intelligence
(5)
Natural Language Processing
(5)
Core AI
(5)
Generation
(5)
Deep Learning
(3)
Machine Learning
(3)
Resources & Methods
(3)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Interdisciplinary
(1)
Architectures
(1)
Learning Types · Machine Learning
(1)
Linguistics
(1)
Optimization & Theory
(1)
Keywords
language model
(2)
extractive summarization
(2)
large language model
(2)
document summarization
(1)
dialogue generation
(1)
language model training
(1)
text summarization
(1)
semantic alignment
(1)
belief tracking
(1)
reward model
(1)
retrieval-augmented generation
(1)
scientific document
(1)
theory of mind
(1)
heterogeneous graph
(1)
graph convolutional network
(1)
sequence-to-sequence model
(1)
abstractive summarization
(1)
entity state
(1)
second language acquisition
(1)
linguistic bia
(1)
Papers
Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score
AAAI 2026
Can LLMs Simulate L2-English Dialogue? An Information-Theoretic Analysis of L1-Dependent Biases
ACL 2025
EnigmaToM: Improve LLMs’ Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States
ACL 2025
Evaluating LLMs’ Assessment of Mixed-Context Hallucination Through the Lens of Summarization
ACL 2025
NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning
EMNLP 2025
SAPGraph: Structure-aware Extractive Summarization for Scientific Papers with Heterogeneous Graph
AACL 2022
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization
EMNLP 2020