Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

Self-Regularization with Sparse Autoencoders for Controllable LLM-based Classification.

[BibT_eX]

[DOI]

Xuansheng Wu

Wenhao Yu

Xiaoming Zhai

Ninghao Liu

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

[BibT_eX]

[DOI]

et al.

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

DSBench: How Far Are Data Science Agents from Becoming Data Science Experts?

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Retrieval-augmented GUI Agents with Generative Guidelines.

[BibT_eX]

[DOI]

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model.

[BibT_eX]

[DOI]

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization.

[BibT_eX]

[DOI]

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

2024

Knowledge-augmented Methods for Natural Language Processing

[BibT_eX]

[DOI]

Springer Briefs in Computer Science, Springer, ISBN: 978-981-97-0749-2, 2024

Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots.

[BibT_eX]

[DOI]

CoRR, 2024

DSBench: How Far Are Data Science Agents to Becoming Data Science Experts?

[BibT_eX]

[DOI]

CoRR, 2024

DOCBENCH: A Benchmark for Evaluating LLM-based Document Reading Systems.

[BibT_eX]

[DOI]

CoRR, 2024

BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

[BibT_eX]

[DOI]

CoRR, 2024

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning.

[BibT_eX]

[DOI]

CoRR, 2024

MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions.

[BibT_eX]

[DOI]

CoRR, 2024

Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training.

[BibT_eX]

[DOI]

CoRR, 2024

StarCoder 2 and The Stack v2: The Next Generation.

[BibT_eX]

[DOI]

Evgenii Zheltonozhskii

Carolyn Jane Anderson

Nicolas Chapados

et al.

CoRR, 2024

Sub-Sentence Encoder: Contrastive Learning of Propositional Semantic Representations.

[BibT_eX]

[DOI]

Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning.

[BibT_eX]

[DOI]

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

Dense X Retrieval: What Retrieval Granularity Should We Use?

[BibT_eX]

[DOI]

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models.

[BibT_eX]

[DOI]

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning.

[BibT_eX]

[DOI]

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

[BibT_eX]

[DOI]

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

2023

Deep Multimodal Complementarity Learning.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., December, 2023

StarCoder: may the source be with you!

[BibT_eX]

[DOI]

Evgenii Zheltonozhskii

Logesh Kumar Umapathi

Urvashi Bhattacharyya

Carolyn Jane Anderson

Carlos Muñoz Ferrandis

Trans. Mach. Learn. Res., 2023

Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited Questions.

[BibT_eX]

[DOI]

Trans. Assoc. Comput. Linguistics, 2023

Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models.

[BibT_eX]

[DOI]

CoRR, 2023

Improving Language Models via Plug-and-Play Retrieval Feedback.

[BibT_eX]

[DOI]

CoRR, 2023

GraphPatcher: Mitigating Degree Bias for Graph Neural Networks via Test-time Augmentation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

The Second Workshop on Knowledge-Augmented Methods for Natural Language Processing.

[BibT_eX]

[DOI]

Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Generate rather than Retrieve: Large Language Models are Strong Context Generators.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023

Pre-training Language Models for Comparative Reasoning.

[BibT_eX]

[DOI]

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation.

[BibT_eX]

[DOI]

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions.

[BibT_eX]

[DOI]

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods.

[BibT_eX]

[DOI]

Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics, 2023

Large Language Models are Built-in Autoregressive Search Engines.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

A Survey of Deep Learning for Mathematical Reasoning.

[BibT_eX]

[DOI]

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning.

[BibT_eX]

[DOI]

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

2022

A Survey of Knowledge-enhanced Text Generation.

[BibT_eX]

[DOI]

ACM Comput. Surv., January, 2022

Empowering Language Models with Knowledge Graph Reasoning for Question Answering.

[BibT_eX]

[DOI]

CoRR, 2022

Enhancing Automated Software Traceability by Transfer Learning from Open-World Data.

[BibT_eX]

[DOI]

CoRR, 2022

Retrieval-augmented Generation across Heterogeneous Knowledge.

[BibT_eX]

[DOI]

Wenhao Yu

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop, 2022

Learning from Counterfactual Links for Link Prediction.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

A Unified Encoder-Decoder Framework with Entity Memory.

[BibT_eX]

[DOI]

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

Empowering Language Models with Knowledge Graph Reasoning for Open-Domain Question Answering.

[BibT_eX]

[DOI]

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Retrieval Augmentation for Commonsense Reasoning: A Unified Approach.

[BibT_eX]

[DOI]

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Task Compass: Scaling Multi-task Pre-training with Task Prefix.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

Knowledge-Augmented Methods for Natural Language Processing.

[BibT_eX]

[DOI]

Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics, 2022

KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering.

[BibT_eX]

[DOI]

Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022

Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

Dict-BERT: Enhancing Language Model Pre-training with Dictionary.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

2021

Counterfactual Graph Learning for Link Prediction.

[BibT_eX]

[DOI]

CoRR, 2021

Validating Label Consistency in NER Data Annotation.

[BibT_eX]

[DOI]

CoRR, 2021

Few-Shot Graph Learning for Molecular Property Prediction.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

Technical Question Answering across Tasks and Domains.

[BibT_eX]

[DOI]

Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers, 2021

Enhancing Taxonomy Completion with Concept Generation via Fusing Relational Representations.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Validating Label Consistency in NER Data Annotation.

[BibT_eX]

[DOI]

Proceedings of the 2nd Workshop on Evaluation and Comparison of NLP Systems, 2021

Sentence-Permuted Paragraph Generation.

[BibT_eX]

[DOI]

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Injecting Entity Types into Entity-Guided Text Generation.

[BibT_eX]

[DOI]

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Knowledge-Enriched Natural Language Generation.

[BibT_eX]

[DOI]

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: EMNLP 2021, 2021

Action Sequence Augmentation for Early Graph-based Anomaly Detection.

[BibT_eX]

[DOI]

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

2020

Early Anomaly Detection by Learning and Forecasting Behavior.

[BibT_eX]

[DOI]

CoRR, 2020

Identifying Referential Intention with Heterogeneous Contexts.

[BibT_eX]

[DOI]