Pengcheng Yin
29 papers · 2016–2025 · 9 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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πΊοΈ Taxonomy Completionist (62) π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
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Topic Pioneer
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Dynamic Duo
(16)
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Mega-Team Β· Legion
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Topic Evolution
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Grand Slam
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Triple Crown
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Prolific Year Β· Productive
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Unstoppable Β· Silver
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The Questioner
(2)
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Century Club Β· Bronze
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Renaissance Researcher
(5)
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Keyword Collector
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Research topics
Natural Language Processing
(20)
Machine Learning
(17)
Artificial Intelligence
(16)
Applications
(16)
Core AI
(14)
Deep Learning
(10)
Learning Types Β· Machine Learning
(10)
Learning Types Β· Deep Learning
(6)
Computer Science
(5)
Core Methods
(5)
Generation
(5)
Learning Paradigms
(4)
Models
(4)
Understanding
(4)
Knowledge & Reasoning
(3)
Keywords
semantic parsing
(10)
code generation
(9)
large language model
(5)
neural network
(4)
program synthesis
(4)
meaning representation
(3)
natural language interface
(3)
natural language
(3)
in-context learning
(2)
semi-supervised learning
(2)
natural language understanding
(2)
few-shot prompting
(2)
knowledge base
(2)
few-shot learning
(2)
compositional generalization
(2)
abstract syntax tree
(2)
data augmentation
(1)
multi-task learning
(1)
attention mechanism
(1)
self-supervised learning
(1)
Papers
Learn-by-interact: A Data-Centric Framework For Self-Adaptive Agents in Realistic Environments
ICLR 2025
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows
ICLR 2025
ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis
ICLR 2024
NExT: Teaching Large Language Models to Reason about Code Execution
ICML 2024
Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
NeurIPS 2024
Unsupervised Evaluation of Code LLMs with Round-Trip Correctness
ICML 2024
UQE: A Query Engine for Unstructured Databases
NeurIPS 2024
Can Large Language Models Reason about Program Invariants?
ICML 2023
Natural Language to Code Generation in Interactive Data Science Notebooks
ACL 2023
PaLM: Scaling Language Modeling with Pathways
JMLR 2023
SQLPrompt: In-Context Text-to-SQL with Minimal Labeled Data
EMNLP 2023
Hierarchical Control of Situated Agents through Natural Language
NAACL 2022
On The Ingredients of an Effective Zero-shot Semantic Parser
ACL 2022
Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data
ACL 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
EMNLP 2022
Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention
NAACL 2021
Learning Structural Edits via Incremental Tree Transformations
ICLR 2021
Incorporating External Knowledge through Pre-training for Natural Language to Code Generation
ACL 2020
Merging Weak and Active Supervision for Semantic Parsing
AAAI 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data
ACL 2020
Improving Open Information Extraction via Iterative Rank-Aware Learning
ACL 2019
Learning to Represent Edits
ICLR 2019
Reranking for Neural Semantic Parsing
ACL 2019
A Tree-based Decoder for Neural Machine Translation
EMNLP 2018
Retrieval-Based Neural Code Generation
EMNLP 2018
StructVAE: Tree-structured Latent Variable Models for Semi-supervised Semantic Parsing
ACL 2018
TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation
EMNLP 2018
A Syntactic Neural Model for General-Purpose Code Generation
ACL 2017
Neural Enquirer: Learning to Query Tables in Natural Language
IJCAI 2016