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09/15/2023
LASER: LLM Agent with State-Space Exploration for Web Navigation
Large language models (LLMs) have been successfully adapted for interact...
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08/01/2023
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models
We consider the problem of eliciting compositional generalization capabi...
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07/19/2023
Thrust: Adaptively Propels Large Language Models with External Knowledge
Although large-scale pre-trained language models (PTLMs) are shown to en...
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07/16/2023
MinT: Boosting Generalization in Mathematical Reasoning via Multi-View Fine-Tuning
Reasoning in mathematical domains remains a significant challenge for re...
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05/24/2023
PIVOINE: Instruction Tuning for Open-world Information Extraction
We consider the problem of Open-world Information Extraction (Open-world...
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12/19/2022
OASum: Large-Scale Open Domain Aspect-based Summarization
Aspect or query-based summarization has recently caught more attention, ...
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12/06/2022
ZeroKBC: A Comprehensive Benchmark for Zero-Shot Knowledge Base Completion
Knowledge base completion (KBC) aims to predict the missing links in kno...
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10/28/2022
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models
Fully-parametric language models generally require a huge number of mode...
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10/01/2022
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks
Although large language models have achieved impressive zero-shot abilit...
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03/16/2022
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of References
We consider the problem of pretraining a two-stage open-domain question ...
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10/27/2021
Connect-the-Dots: Bridging Semantics between Words and Definitions via Aligning Word Sense Inventories
Word Sense Disambiguation (WSD) aims to automatically identify the exact...
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02/03/2019
Improving Question Answering with External Knowledge
Prior background knowledge is essential for human reading and understand...
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09/06/2018
Describing a Knowledge Base
We aim to automatically generate natural language descriptions about an ...
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09/06/2018
Narrating a Knowledge Base
We aim to automatically generate natural language narratives about an in...
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03/10/2016