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Inherent trade-offs between diversity and stability in multi-task benchmarks
We examine multi-task benchmarks in machine learning through the lens of social choice
theory. We draw an analogy between benchmarks and electoral systems, where models are …
theory. We draw an analogy between benchmarks and electoral systems, where models are …
SemEval-2022 Task 3: PreTENS-Evaluating Neural Networks on Presuppositional Semantic Knowledge
We report the results of the SemEval 2022 Task 3, PreTENS, on evaluation the acceptability
of simple sentences containing constructions whose two arguments are presupposed to be …
of simple sentences containing constructions whose two arguments are presupposed to be …
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing
We introduce MorphNLI, a modular step-by-step approach to natural language inference
(NLI). When classifying the premise-hypothesis pairs into {entailment, contradiction, neutral} …
(NLI). When classifying the premise-hypothesis pairs into {entailment, contradiction, neutral} …
Social commonsense reasoning with structured knowledge in text
D Paul - 2024 - archiv.ub.uni-heidelberg.de
Understanding a social situation requires the ability to reason about the underlying emotions
and behaviour of others. For example, when we read a personal story, we use our prior …
and behaviour of others. For example, when we read a personal story, we use our prior …
LLM-Cite: Cheap Fact Verification with Attribution via URL Generation
N Joshi, A Taly, D Muppalla - openreview.net
Hallucinations are one of the main issues with Large Language Models (LLMs). This has led
to increased interest in automated ways to verify the factuality of LLMs' responses. Existing …
to increased interest in automated ways to verify the factuality of LLMs' responses. Existing …