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Mengwen Liu

7 papers · 2015–2024 · 3 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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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird

Venues

ACL (3) EACL (2) NAACL (2)

Top co-authors

Markus Dreyer (6) Mohit Bansal (4) Sujith Ravi (2) Leonardo F. R. Ribeiro (2) Sandeep Atluri (1) David Wan (1) Feng Nan (1) Shiva Pentyala (1) Kathleen McKeown (1) Ramakanth Pasunuru (1)

Research topics

Natural Language Processing (4) Generation (4) Deep Learning (3) Machine Learning (3) Artificial Intelligence (2) Architectures (2) Learning Types · Machine Learning (2) Applications (1) Core AI (1) Learning Paradigms (1) Learning Types · Deep Learning (1) Optimization & Theory (1) Techniques (1)

Keywords

abstractive summarization (4) text generation (2) transfer learning (1) factuality evaluation (1) multimodal learning (1) natural language understanding (1) multimodal large language model (1) pre-trained language model (1) decoding strategy (1) beam search (1) greedy decoding (1) graph encoder (1) faithfulness evaluation (1) dataset generation (1) multi-document summarization (1) neural model (1) factual consistency (1) semantic faithfulness (1) nucleus sampling (1) encoder-decoder transformer (1)

Papers

REFINESUMM: Self-Refining MLLM for Generating a Multimodal Summarization Dataset ACL 2024 Evaluating the Tradeoff Between Abstractiveness and Factuality in Abstractive Summarization EACL 2023 Faithfulness-Aware Decoding Strategies for Abstractive Summarization EACL 2023 FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations NAACL 2022 Efficiently Summarizing Text and Graph Encodings of Multi-Document Clusters NAACL 2021 Multi-Task Networks with Universe, Group, and Task Feature Learning ACL 2019 Tackling Sparsity, the Achilles Heel of Social Networks: Language Model Smoothing via Social Regularization ACL 2015