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07/09/2023
Optimal Transport Posterior Alignment for Cross-lingual Semantic Parsing
Cross-lingual semantic parsing transfers parsing capability from a high-...
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05/23/2023
μPLAN: Summarizing using a Content Plan as Cross-Lingual Bridge
Cross-lingual summarization consists of generating a summary in one lang...
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05/19/2023
Attributable and Scalable Opinion Summarization
We propose a method for unsupervised opinion summarization that encodes ...
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05/17/2023
Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback
We study whether multiple large language models (LLMs) can autonomously ...
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05/04/2023
Conversational Semantic Parsing using Dynamic Context Graphs
In this paper we consider the task of conversational semantic parsing ov...
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04/28/2023
Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation
While conditional generation models can now generate natural language we...
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01/28/2023
Semantic Parsing for Conversational Question Answering over Knowledge Graphs
In this paper, we are interested in developing semantic parsers which un...
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12/20/2022
mFACE: Multilingual Summarization with Factual Consistency Evaluation
Abstractive summarization has enjoyed renewed interest in recent years, ...
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12/20/2022
Little Red Riding Hood Goes Around the Globe:Crosslingual Story Planning and Generation with Large Language Models
We consider the problem of automatically generating stories in multiple ...
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12/12/2022
Real-World Compositional Generalization with Disentangled Sequence-to-Sequence Learning
Compositional generalization is a basic mechanism in human language lear...
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11/15/2022
QAmeleon: Multilingual QA with Only 5 Examples
The availability of large, high-quality datasets has been one of the mai...
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10/10/2022
Hierarchical3D Adapters for Long Video-to-text Summarization
In this paper, we focus on video-to-text summarization and investigate h...
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10/06/2022
Explainable Abuse Detection as Intent Classification and Slot Filling
To proactively offer social media users a safe online experience, there ...
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09/26/2022
Text Summarization with Oracle Expectation
Extractive summarization produces summaries by identifying and concatena...
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09/26/2022
Meta-Learning a Cross-lingual Manifold for Semantic Parsing
Localizing a semantic parser to support new languages requires effective...
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07/01/2022
Conditional Generation with a Question-Answering Blueprint
The ability to convey relevant and faithful information is critical for ...
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06/03/2022
Latent Topology Induction for Understanding Contextualized Representations
In this work, we study the representation space of contextualized embedd...
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03/28/2022
A Well-Composed Text is Half Done! Composition Sampling for Diverse Conditional Generation
We propose Composition Sampling, a simple but effective method to genera...
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03/07/2022
Hierarchical Sketch Induction for Paraphrase Generation
We propose a generative model of paraphrase generation, that encourages ...
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02/28/2022
Data-to-text Generation with Variational Sequential Planning
We consider the task of data-to-text generation, which aims to create te...
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02/19/2022
Models and Datasets for Cross-Lingual Summarisation
We present a cross-lingual summarisation corpus with long documents in a...
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12/07/2021
Scaling Structured Inference with Randomization
Deep discrete structured models have seen considerable progress recently...
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11/16/2021
Film Trailer Generation via Task Decomposition
Movie trailers perform multiple functions: they introduce viewers to the...
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10/09/2021
Disentangled Sequence to Sequence Learning for Compositional Generalization
There is mounting evidence that existing neural network models, in parti...
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09/09/2021
Learning Opinion Summarizers by Selecting Informative Reviews
Opinion summarization has been traditionally approached with unsupervise...
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09/07/2021
Aspect-Controllable Opinion Summarization
Recent work on opinion summarization produces general summaries based on...
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06/06/2021
Structured Reordering for Modeling Latent Alignments in Sequence Transduction
Despite success in many domains, neural models struggle in settings wher...
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05/31/2021
Text Summarization with Latent Queries
The availability of large-scale datasets has driven the development of n...
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05/31/2021
Factorising Meaning and Form for Intent-Preserving Paraphrasing
We propose a method for generating paraphrases of English questions that...
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04/15/2021
Zero-Shot Cross-lingual Semantic Parsing
Recent work in crosslingual semantic parsing has successfully applied ma...
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04/12/2021
Learning from Executions for Semantic Parsing
Semantic parsing aims at translating natural language (NL) utterances on...
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02/04/2021
Data-to-text Generation with Macro Planning
Recent approaches to data-to-text generation have adopted the very succe...
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12/29/2020
Abstractive Query Focused Summarization with Query-Free Resources
The availability of large-scale datasets has driven the development of n...
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12/14/2020
Unsupervised Opinion Summarization with Content Planning
The recent success of deep learning techniques for abstractive summariza...
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12/14/2020
Movie Summarization via Sparse Graph Construction
We summarize full-length movies by creating shorter videos containing th...
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12/08/2020
Extractive Opinion Summarization in Quantized Transformer Spaces
We present the Quantized Transformer (QT), an unsupervised system for ex...
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10/22/2020
Meta-Learning for Domain Generalization in Semantic Parsing
The importance of building semantic parsers which can be applied to new ...
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10/22/2020
Compositional Generalization via Semantic Tagging
Although neural sequence-to-sequence models have been successfully appli...
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09/15/2020
Noisy Self-Knowledge Distillation for Text Summarization
In this paper we apply self-knowledge distillation to text summarization...
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04/30/2020
Few-Shot Learning for Abstractive Multi-Document Opinion Summarization
Opinion summarization is an automatic creation of text reflecting subjec...
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04/27/2020
Screenplay Summarization Using Latent Narrative Structure
Most general-purpose extractive summarization models are trained on news...
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04/24/2020
Exploring Explainable Selection to Control Abstractive Generation
It is a big challenge to model long-range input for document summarizati...
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04/21/2020
Experience Grounds Language
Successful linguistic communication relies on a shared experience of the...
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04/21/2020
Unsupervised Opinion Summarization with Noising and Denoising
The supervised training of high-capacity models on large datasets contai...
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04/06/2020
Query Focused Multi-Document Summarization with Distant Supervision
We consider the problem of better modeling query-cluster interactions to...
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04/06/2020
Bootstrapping a Crosslingual Semantic Parser
Datasets for semantic parsing scarcely consider languages other than Eng...
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11/06/2019
Unsupervised Multi-Document Opinion Summarization as Copycat-Review Generation
Summarization of opinions is the process of automatically creating text ...
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10/10/2019
Controllable Sentence Simplification: Employing Syntactic and Lexical Constraints
Sentence simplification aims to make sentences easier to read and unders...
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09/30/2019
Semantic Graph Parsing with Recurrent Neural Network DAG Grammars
Semantic parses are directed acyclic graphs (DAGs), so semantic parsing ...
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09/09/2019