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05/23/2023
Skill-Based Few-Shot Selection for In-Context Learning
In-Context learning is the paradigm that adapts large language models to...
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05/08/2023
How Do In-Context Examples Affect Compositional Generalization?
Compositional generalization–understanding unseen combinations of seen p...
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02/23/2023
Does Deep Learning Learn to Abstract? A Systematic Probing Framework
Abstraction is a desirable capability for deep learning models, which me...
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10/31/2022
When Language Model Meets Private Library
With the rapid development of pre-training techniques, a number of langu...
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07/21/2022
CodeT: Code Generation with Generated Tests
The task of generating code solutions for a given programming problem ca...
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06/14/2022
CERT: Continual Pre-Training on Sketches for Library-Oriented Code Generation
Code generation is a longstanding challenge, aiming to generate a code s...
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06/06/2022
On the Advance of Making Language Models Better Reasoners
Large language models such as GPT-3 and PaLM have shown remarkable perfo...
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03/07/2022
Input-Tuning: Adapting Unfamiliar Inputs to Frozen Pretrained Models
Recently the prompt-tuning paradigm has attracted significant attention....
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01/27/2022
Reasoning Like Program Executors
Reasoning over natural language is a long-standing goal for the research...
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07/16/2021
TAPEX: Table Pre-training via Learning a Neural SQL Executor
Recent years pre-trained language models hit a success on modeling natur...
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07/14/2021
Learning Algebraic Recombination for Compositional Generalization
Neural sequence models exhibit limited compositional generalization abil...
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12/13/2020
Iterative Utterance Segmentation for Neural Semantic Parsing
Neural semantic parsers usually fail to parse long and complex utterance...
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12/08/2020
Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization
Human intelligence exhibits compositional generalization (i.e., the capa...
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10/15/2020
Hierarchical Poset Decoding for Compositional Generalization in Language
We formalize human language understanding as a structured prediction tas...
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06/18/2020