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09/14/2023
ExpertQA: Expert-Curated Questions and Attributed Answers
As language models are adapted by a more sophisticated and diverse set o...
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08/10/2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning
We present a novel approach for structured data-to-text generation that ...
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08/09/2023
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight
Information retrieval (IR) or knowledge retrieval, is a critical compone...
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07/08/2023
On Regularization and Inference with Label Constraints
Prior knowledge and symbolic rules in machine learning are often express...
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06/30/2023
The Integer Linear Programming Inference Cookbook
Over the years, integer linear programs have been employed to model infe...
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06/29/2023
Towards Open-Domain Topic Classification
We introduce an open-domain topic classification system that accepts use...
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06/24/2023
Large Language Models as Sous Chefs: Revising Recipes with GPT-3
With their remarkably improved text generation and prompting capabilitie...
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06/23/2023
On Learning Latent Models with Multi-Instance Weak Supervision
We consider a weakly supervised learning scenario where the supervision ...
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06/05/2023
A Static Evaluation of Code Completion by Large Language Models
Large language models trained on code have shown great potential to incr...
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05/30/2023
Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge
The open-ended Visual Question Answering (VQA) task requires AI models t...
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05/26/2023
Characterizing and Measuring Linguistic Dataset Drift
NLP models often degrade in performance when real world data distributio...
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05/24/2023
Interpretable by Design Visual Question Answering
Model interpretability has long been a hard problem for the AI community...
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05/22/2023
Taxonomy Expansion for Named Entity Recognition
Training a Named Entity Recognition (NER) model often involves fixing a ...
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05/22/2023
Open-Domain Event Graph Induction for Mitigating Framing Bias
Researchers have proposed various information extraction (IE) techniques...
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05/18/2023
Comparing Biases and the Impact of Multilingual Training across Multiple Languages
Studies in bias and fairness in natural language processing have primari...
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04/20/2023
IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition using Knowledge Bases
Named Entity Recognition (NER) is a core natural language processing tas...
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04/06/2023
Towards Corpus-Scale Discovery of Selection Biases in News Coverage: Comparing What Sources Say About Entities as a Start
News sources undergo the process of selecting newsworthy information whe...
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02/16/2023
GLUECons: A Generic Benchmark for Learning Under Constraints
Recent research has shown that integrating domain knowledge into deep le...
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02/16/2023
Conversation Style Transfer using Few-Shot Learning
Conventional text style transfer approaches for natural language focus o...
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02/13/2023
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark
We introduce STREET, a unified multi-task and multi-domain natural langu...
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12/31/2022
Rethinking with Retrieval: Faithful Large Language Model Inference
Despite the success of large language models (LLMs) in various natural l...
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12/20/2022
ReCode: Robustness Evaluation of Code Generation Models
Code generation models have achieved impressive performance. However, th...
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12/20/2022
In and Out-of-Domain Text Adversarial Robustness via Label Smoothing
Recently it has been shown that state-of-the-art NLP models are vulnerab...
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12/20/2022
CoCoMIC: Code Completion By Jointly Modeling In-file and Cross-file Context
While pre-trained language models (LM) for code have achieved great succ...
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12/20/2022
Dialog2API: Task-Oriented Dialogue with API Description and Example Programs
Functionality and dialogue experience are two important factors of task-...
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12/19/2022
Privacy Adhering Machine Un-learning in NLP
Regulations introduced by General Data Protection Regulation (GDPR) in t...
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12/18/2022
Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale
Language models have been shown to perform better with an increase in sc...
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12/06/2022
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval
Natural language inference has trended toward studying contexts beyond t...
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11/29/2022
Association between author metadata and acceptance: A feature-rich, matched observational study of a corpus of ICLR submissions between 2017-2022
Many recent studies have probed status bias in the peer-review process o...
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11/07/2022
Investigating Fairness Disparities in Peer Review: A Language Model Enhanced Approach
Double-blind peer review mechanism has become the skeleton of academic r...
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10/30/2022
Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts
Explicit decomposition modeling, which involves breaking down complex ta...
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10/26/2022
Multi-lingual Evaluation of Code Generation Models
We present MBXP, an execution-based code completion benchmark in 10+ pro...
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10/22/2022
On the Limitations of Reference-Free Evaluations of Generated Text
There is significant interest in developing evaluation metrics which acc...
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10/12/2022
Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis
Aspect-based Sentiment Analysis (ABSA) is a fine-grained sentiment analy...
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10/12/2022
Zero-Shot On-the-Fly Event Schema Induction
What are the events involved in a pandemic outbreak? What steps should b...
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10/12/2022
CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm
Recently, the community has achieved substantial progress on many common...
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10/11/2022
Cross-Lingual Speaker Identification Using Distant Supervision
Speaker identification, determining which character said each utterance ...
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10/10/2022
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction
In this paper, we seek to improve the faithfulness of TempRel extraction...
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10/08/2022
Are All Steps Equally Important? Benchmarking Essentiality Detection of Events
Natural language often describes events in different granularities, such...
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10/07/2022
Unsupervised Neural Stylistic Text Generation using Transfer learning and Adapters
Research has shown that personality is a key driver to improve engagemen...
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05/18/2022
Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner
Large language models have achieved high performance on various question...
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04/29/2022
Repro: An Open-Source Library for Improving the Reproducibility and Usability of Publicly Available Research Code
We introduce Repro, an open-source library which aims at improving the r...
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04/21/2022
Re-Examining System-Level Correlations of Automatic Summarization Evaluation Metrics
How reliably an automatic summarization evaluation metric replicates hum...
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04/21/2022
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics
Question answering-based summarization evaluation metrics must automatic...
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04/14/2022
Label Semantic Aware Pre-training for Few-shot Text Classification
In text classification tasks, useful information is encoded in the label...
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03/21/2022
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization
Large-scale pre-trained sequence-to-sequence models like BART and T5 ach...
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03/16/2022
Label Semantics for Few Shot Named Entity Recognition
We study the problem of few shot learning for named entity recognition. ...
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03/10/2022
Cross-modal Map Learning for Vision and Language Navigation
We consider the problem of Vision-and-Language Navigation (VLN). The maj...
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03/01/2022
There is a Time and Place for Reasoning Beyond the Image
Images are often more significant than only the pixels to human eyes, as...
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02/20/2022