Benfeng Xu
19 papers · 2020–2026 · 8 venues · across top CS/AI venues
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Artificial Intelligence
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Natural Language Processing
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Machine Learning
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Keywords
large language model
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relation extraction
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language model
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synthetic data generation
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machine-generated text detection
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transfer learning
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entity recognition
(2)
synthetic data
(2)
few-shot learning
(2)
synthetic instruction
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domain adaptation
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instruction tuning
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model reliability
(2)
in-context learning
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data augmentation
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knowledge distillation
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self-attention mechanism
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representation learning
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curriculum learning
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named entity recognition
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Papers
FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents
ACL 2026
MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools
AAAI 2026
Automated Creativity Evaluation for Large Language Models: A Reference-Based Approach
EMNLP 2025
CMI-AIGCX at GenAI Detection Task 2: Leveraging Multilingual Proxy LLMs for Machine-Generated Text Detection in Academic Essays
COLING 2025
From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding
ACL 2025
MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning
IJCAI 2025
Rationales Are Not Silver Bullets: Measuring the Impact of Rationales on Model Performance and Reliability
ACL 2025
Benchmarking Large Language Models on Controllable Generation under Diversified Instructions
AAAI 2024
Disentangled Learning with Synthetic Parallel Data for Text Style Transfer
ACL 2024
KNN-Instruct: Automatic Instruction Construction with K Nearest Neighbor Deduction
EMNLP 2024
USTC-BUPT at SemEval-2024 Task 8: Enhancing Machine-Generated Text Detection via Domain Adversarial Neural Networks and LLM Embeddings
SemEval 2024
kNN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference
ICLR 2023
On the Calibration of Large Language Models and Alignment
EMNLP 2023
Retrieval-Augmented Domain Adaptation of Language Models
ACL 2023
S2ynRE: Two-stage Self-training with Synthetic data for Low-resource Relation Extraction
ACL 2023
EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction
NAACL 2022
UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction
EMNLP 2022
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
AAAI 2021
Curriculum Learning for Natural Language Understanding
ACL 2020