2024
ALMA: Alignment with Minimal Annotation.
CoRR, 2024
Language Models are Graph Learners.
CoRR, 2024
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model.
CoRR, 2024
AvaTaR: Optimizing LLM Agents for Tool-Assisted Knowledge Retrieval.
CoRR, 2024
BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text.
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CoRR, 2024
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Image2Struct: Benchmarking Structure Extraction for Vision-Language Models.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
VHELM: A Holistic Evaluation of Vision Language Models.
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Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
REPLUG: Retrieval-Augmented Black-Box Language Models.
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024
Large Language Models as Analogical Reasoners.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
2023
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.
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Trans. Mach. Learn. Res., 2023
Holistic Evaluation of Language Models.
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Trans. Mach. Learn. Res., 2023
Zero-shot causal learning.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Holistic Evaluation of Text-to-Image Models.
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Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Med-Flamingo: a Multimodal Medical Few-shot Learner.
Proceedings of the Machine Learning for Health, 2023
Retrieval-Augmented Multimodal Language Modeling.
Proceedings of the International Conference on Machine Learning, 2023
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver?
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023
Complex Reasoning in Natural Languag.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts, 2023
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language Models.
Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023
Med-EASi: Finely Annotated Dataset and Models for Controllable Simplification of Medical Texts.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023
2022
VQA-GNN: Reasoning with Multimodal Semantic Graph for Visual Question Answering.
CoRR, 2022
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering.
CoRR, 2022
Deep Bidirectional Language-Knowledge Graph Pretraining.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Extending the WILDS Benchmark for Unsupervised Adaptation.
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Proceedings of the Tenth International Conference on Learning Representations, 2022
GreaseLM: Graph REASoning Enhanced Language Models.
Proceedings of the Tenth International Conference on Learning Representations, 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models.
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Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022
LinkBERT: Pretraining Language Models with Document Links.
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022
2021
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering.
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021
Break-It-Fix-It: Unsupervised Learning for Program Repair.
Proceedings of the 38th International Conference on Machine Learning, 2021
LEGO: Latent Execution-Guided Reasoning for Multi-Hop Question Answering on Knowledge Graphs.
Proceedings of the 38th International Conference on Machine Learning, 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts.
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Proceedings of the 38th International Conference on Machine Learning, 2021
LM-Critic: Language Models for Unsupervised Grammatical Error Correction.
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021
Automatic Medical Text Simplification: Challenges of Data Quality and Curation.
Proceedings of the AAAI 2021 Fall Symposium on Human Partnership with Medical AI: Design, 2021
2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts.
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CoRR, 2020
Graph-based, Self-Supervised Program Repair from Diagnostic Feedback.
Proceedings of the 37th International Conference on Machine Learning, 2020
2019
A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation.
CoRR, 2019
Overview and Results: CL-SciSumm Shared Task 2019.
Proceedings of the 4th Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019) co-located with the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), 2019
Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019).
Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2019
CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases.
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Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, 2019
SParC: Cross-Domain Semantic Parsing in Context.
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Proceedings of the 57th Conference of the Association for Computational Linguistics, 2019
TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
2018
SyntaxSQLNet: Syntax Tree Networks for Complex and Cross-DomainText-to-SQL Task.
CoRR, 2018
The CL-SciSumm Shared Task 2018: Results and Key Insights.
Proceedings of the 3rd Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2018) co-located with the 41st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018), 2018
Robust Multilingual Part-of-Speech Tagging via Adversarial Training.
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018
Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task.
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Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018
SyntaxSQLNet: Syntax Tree Networks for Complex and Cross-Domain Text-to-SQL Task.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018
Neural Coreference Resolution with Deep Biaffine Attention by Joint Mention Detection and Mention Clustering.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018
2017
Graph-based Neural Multi-Document Summarization.
Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017), 2017