notesum.ai

Published at November 26

CLOVER: Constrained Learning with Orthonormal Vectors for Eliminating Redundancy

cs.LG

cs.AI

Released Date: November 26, 2024

Authors: Fanxu Meng¹, Muhan Zhang¹

Aff.: ¹Institute for Artificial Intelligence, Peking University

Arxiv: http://arxiv.org/abs/2411.17426v1

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Dataset	Train	Test	About
BoolQ [22]	9.4K	3,270	Naturally occurring yes/no questions from unconstrained settings.
PIQA [23]	16.1K	1,830	Questions with two solutions requiring physical commonsense.
SIQA [24]	33.4K	1,954	Reasoning about actions and social implications.
HellaSwag [25]	39.9K	10,042	Commonsense NLI questions with context and endings.
WinoGrande [26]	63.2K	1,267	Fill-in-the-blank task with binary options requiring commonsense reasoning.
ARC-e [27]	1.1K	2,376	Grade-school multiple-choice science questions in Easy sets.
ARC-c [27]	2.3K	1,172	Grade-school multiple-choice science questions in Challenge sets.
OBQA [28]	5.0K	500	Questions requiring multi-step reasoning and commonsense knowledge.