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09/15/2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets
Using large language models (LMs) for query or document expansion can im...
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07/19/2023
Efficiency Pentathlon: A Standardized Arena for Efficiency Evaluation
Rising computational demands of modern natural language processing (NLP)...
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05/24/2023
Decomposing Complex Queries for Tip-of-the-tongue Retrieval
When re-finding items, users who forget or are uncertain about identifyi...
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05/24/2023
A Controllable QA-based Framework for Decontextualization
Many real-world applications require surfacing extracted snippets to use...
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04/05/2023
Beyond Summarization: Designing AI Support for Real-World Expository Writing Tasks
Large language models have introduced exciting new opportunities and cha...
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03/07/2023
The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset
As language models grow ever larger, the need for large-scale high-quali...
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02/14/2023
CiteSee: Augmenting Citations in Scientific Papers with Persistent and Personalized Historical Context
When reading a scholarly article, inline citations help researchers cont...
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01/30/2023
LongEval: Guidelines for Human Evaluation of Faithfulness in Long-form Summarization
While human evaluation remains best practice for accurately judging the ...
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01/24/2023
The Semantic Scholar Open Data Platform
The volume of scientific output is creating an urgent need for automated...
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12/20/2022
Exploring the Challenges of Open Domain Multi-Document Summarization
Multi-document summarization (MDS) has traditionally been studied assumi...
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10/25/2022
SciFact-Open: Towards open-domain scientific claim verification
While research on scientific claim verification has led to the developme...
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06/22/2022
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities
With the advent of large language models, methods for abstractive summar...
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05/14/2022
ACCoRD: A Multi-Document Approach to Generating Diverse Descriptions of Scientific Concepts
Systems that can automatically define unfamiliar terms hold the promise ...
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05/09/2022
Scim: Intelligent Faceted Highlights for Interactive, Multi-Pass Skimming of Scientific Papers
Researchers are expected to keep up with an immense literature, yet ofte...
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05/04/2022
Data Governance in the Age of Large-Scale Data-Driven Language Technology
The recent emergence and adoption of Machine Learning technology, and sp...
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03/24/2022
Generating Scientific Claims for Zero-Shot Scientific Fact Checking
Automated scientific fact checking is difficult due to the complexity of...
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02/28/2022
Paper Plain: Making Medical Research Papers Approachable to Healthcare Consumers with Natural Language Processing
When seeking information not covered in patient-friendly documents, like...
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12/02/2021
LongChecker: Improving scientific claim verification by modeling full-abstract context
We introduce the LongChecker system for scientific claim verification. G...
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09/27/2021
Exploring The Role of Local and Global Explanations in Recommender Systems
Explanations are well-known to improve recommender systems' transparency...
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07/17/2021
Overview and Insights from the SciVer Shared Task on Scientific Claim Verification
We present an overview of the SciVer shared task, presented at the 2nd S...
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07/15/2021
FLEX: Unifying Evaluation for Few-Shot NLP
Few-shot NLP research is highly active, yet conducted in disjoint resear...
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07/01/2021
MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label setting
Citation context analysis (CCA) is an important task in natural language...
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06/01/2021
Incorporating Visual Layout Structures for Scientific Text Classification
Classifying the core textual components of a scientific paper-title, aut...
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05/07/2021
A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers
Readers of academic research papers often read with the goal of answerin...
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04/19/2021
Searching for Scientific Evidence in a Pandemic: An Overview of TREC-COVID
We present an overview of the TREC-COVID Challenge, an information retri...
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05/09/2020
TREC-COVID: Constructing a Pandemic Information Retrieval Test Collection
TREC-COVID is a community evaluation designed to build a test collection...
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04/30/2020
TLDR: Extreme Summarization of Scientific Documents
We introduce TLDR generation for scientific papers, a new automatic summ...
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04/30/2020
Fact or Fiction: Verifying Scientific Claims
We introduce the task of scientific fact-checking. Given a corpus of sci...
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04/23/2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks
Language models pretrained on text from a wide variety of sources form t...
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04/22/2020
CORD-19: The COVID-19 Open Research Dataset
The COVID-19 Open Research Dataset (CORD-19) is a growing resource of sc...
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03/09/2020
Explanation-Based Tuning of Opaque Machine Learners with Application to Paper Recommendation
Research in human-centered AI has shown the benefits of machine-learning...
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02/02/2020
Citation Text Generation
We introduce the task of citation text generation: given a pair of scien...
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11/07/2019
S2ORC: The Semantic Scholar Open Research Corpus
We introduce S2ORC, a large contextual citation graph of English-languag...
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11/07/2019
GORC: A large contextual citation graph of academic papers
We introduce the Semantic Scholar Graph of References in Context (GORC),...
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07/02/2019
Cooperative Generator-Discriminator Networks for Abstractive Summarization with Narrative Flow
We introduce Cooperative Generator-Discriminator Networks (Co-opNet), a ...
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03/26/2019
SciBERT: Pretrained Contextualized Embeddings for Scientific Text
Obtaining large-scale annotated data for NLP tasks in the scientific dom...
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10/30/2018
Improving Distant Supervision with Maxpooled Attention and Sentence-Level Supervision
We propose an effective multitask learning setup for reducing distant su...
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06/20/2018
Ontology Alignment in the Biomedical Domain Using Entity Definitions and Context
Ontology alignment is the task of identifying semantically equivalent en...
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05/14/2018
Citation Count Analysis for Papers with Preprints
We explore the degree to which papers prepublished on arXiv garner more ...
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05/06/2018