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08/02/2023
Flows: Building Blocks of Reasoning and Collaborating AI
Recent advances in artificial intelligence (AI) have produced highly cap...
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05/24/2023
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science
Large Language Models (LLMs) have democratized synthetic data generation...
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03/07/2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction
Large language models (LLMs) show great potential for synthetic data gen...
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11/14/2022
PAC-Bayesian Meta-Learning: From Theory to Practice
Meta-Learning aims to accelerate the learning on new tasks by acquiring ...
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10/13/2022
Language Model Decoding as Likelihood-Utility Alignment
A critical component of a successful language generation pipeline is the...
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12/15/2021
GenIE: Generative Information Extraction
Structured and grounded representation of text is typically formalized b...
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10/16/2021
Invariant Language Modeling
Modern pretrained language models are critical components of NLP pipelin...
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11/10/2019
Zero-shot Entity Linking with Dense Entity Retrieval
We consider the zero-shot entity-linking challenge where each entity is ...
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04/08/2019