Binyuan Hui
37 papers · 2020–2026 · 7 venues · across top CS/AI venues
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Research topics
Artificial Intelligence
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Natural Language Processing
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Machine Learning
(21)
Core AI
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Resources & Methods
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Deep Learning
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Keywords
large language model
(14)
code generation
(10)
instruction tuning
(9)
benchmark evaluation
(5)
multimodal learning
(4)
dialogue system
(3)
language model
(3)
semantic parsing
(3)
text-to-sql parsing
(3)
contrastive learning
(2)
domain generalization
(2)
code understanding
(2)
synthetic data
(2)
curriculum learning
(2)
semi-supervised learning
(2)
natural language interface
(2)
domain adaptation
(1)
transfer learning
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adversarial learning
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Papers
From Completion to Editing: Unlocking Context-Aware Code Infilling via Search-and-Replace Instruction Tuning
ACL 2026
Towards Better Correctness and Efficiency in Code Generation
AAAI 2026
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
ICLR 2025
CodeArena: Evaluating and Aligning CodeLLMs on Human Preference
EMNLP 2025
DEEM: Diffusion models serve as the eyes of large language models for image perception
ICLR 2025
Fine-Tuning Language Models with Collaborative and Semantic Experts
AAAI 2025
IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web
ACL 2025
Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation
ICLR 2025
NLP+Code: Code Intelligence in Language Models
EMNLP 2025
OLMoE: Open Mixture-of-Experts Language Models
ICLR 2025
OpenHands: An Open Platform for AI Software Developers as Generalist Agents
ICLR 2025
Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study
COLING 2025
Qwen2.5-xCoder: Multi-Agent Collaboration for Multilingual Code Instruction Tuning
ACL 2025
START: Self-taught Reasoner with Tools
EMNLP 2025
Synthesizing Software Engineering Data in a Test-Driven Manner
ICML 2025
Turning the Tide: Repository-based Code Reflection
EMNLP 2025
Iterative Forward Tuning Boosts In-Context Learning in Language Models
ACL 2024
Lemur: Harmonizing Natural Language and Code for Language Agents
ICLR 2024
OctoPack: Instruction Tuning Code Large Language Models
ICLR 2024
One-Shot Learning as Instruction Data Prospector for Large Language Models
ACL 2024
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts
COLING 2024
Synthesizing Text-to-SQL Data from Weak and Strong LLMs
ACL 2024
Tree-Instruct: A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment
COLING 2024
An Investigation of LLMsβ Inefficacy in Understanding Converse Relations
EMNLP 2023
Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs
NeurIPS 2023
Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing
AAAI 2023
History Semantic Graph Enhanced Conversational KBQA with Temporal Information Modeling
ACL 2023
Multimodal Recommendation Dialog with Subjective Preference: A New Challenge and Benchmark
ACL 2023
PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional Experts
ACL 2023
SPRING: Situated Conversation Agent Pretrained with Multimodal Questions from Incremental Layout Graph
AAAI 2023
TrojanSQL: SQL Injection against Natural Language Interface to Database
EMNLP 2023
S2SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers
ACL 2022
SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding
COLING 2022
STAR: SQL Guided Pre-Training for Context-dependent Text-to-SQL Parsing
EMNLP 2022
SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers
COLING 2022
Dynamic Hybrid Relation Exploration Network for Cross-Domain Context-Dependent Semantic Parsing
AAAI 2021
Collaborative Graph Convolutional Networks: Unsupervised Learning Meets Semi-Supervised Learning
AAAI 2020