Linyong Nan
17 papers · 2020–2024 · 5 venues · across top CS/AI venues
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large language model
(8)
table-to-text generation
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benchmark evaluation
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table reasoning
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question answering
(3)
few-shot learning
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data-to-text generation
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zero-shot learning
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table question answering
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tabular data
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logical reasoning
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natural language generation
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in-context learning
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prompt engineering
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transfer learning
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natural language inference
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text summarization
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fact verification
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document understanding
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multimodal learning
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Papers
DocMath-Eval: Evaluating Math Reasoning Capabilities of LLMs in Understanding Long and Specialized Documents
ACL 2024
FOLIO: Natural Language Reasoning with First-Order Logic
EMNLP 2024
OMG-QA: Building Open-Domain Multi-Modal Generative Question Answering Systems
EMNLP 2024
On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering
NAACL 2024
OpenT2T: An Open-Source Toolkit for Table-to-Text Generation
EMNLP 2024
Enhancing Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies
EMNLP 2023
Investigating Table-to-Text Generation Capabilities of Large Language Models in Real-World Information Seeking Scenarios
EMNLP 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control
EACL 2023
OpenRT: An Open-source Framework for Reasoning Over Tabular Data
ACL 2023
QTSumm: Query-Focused Summarization over Tabular Data
EMNLP 2023
Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation
ACL 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations
ACL 2023
Leveraging Locality in Abstractive Text Summarization
EMNLP 2022
R2D2: Robust Data-to-Text with Replacement Detection
EMNLP 2022
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples
EMNLP 2022
DART: Open-Domain Structured Data Record to Text Generation
NAACL 2021
Detecting Urgency Status of Crisis Tweets: A Transfer Learning Approach for Low Resource Languages
COLING 2020