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Home/Tasks/HellaSwag
HellaSwag logo

HellaSwag

A dataset for commonsense NLI, challenging NLP models to understand and complete sentences in a human-like manner.

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Benchmarking NLP modelsEvaluating commonsense reasoning abilities
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About HellaSwag

HellaSwag is a dataset designed to evaluate and challenge the commonsense reasoning capabilities of Natural Language Processing (NLP) models. It focuses on the task of adversarial commonsense inference, where models must select the most plausible ending to a given sentence context. The dataset is constructed using an adversarial filtering approach, which iteratively generates and filters incorrect answers to create challenging examples. HellaSwag aims to expose the limitations of current state-of-the-art NLP models, which often struggle with tasks that are trivial for humans. By providing a benchmark that co-evolves with advancing NLP techniques, HellaSwag encourages the development of more robust and human-like language understanding systems. It is primarily used by NLP researchers and developers to evaluate and improve the commonsense reasoning abilities of their models.

Core Capabilities

HellaSwag is a dataset designed to evaluate and challenge the commonsense reasoning capabilities of Natural Language Processing (NLP) models.

Main Tasks

Benchmarking NLP models

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Evaluating commonsense reasoning abilities

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Training NLI models

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Developing adversarial filtering techniques

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Analyzing model performance on challenging inference tasks

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Identifying weaknesses in pretrained language models

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Decision Summary

What this tool is best suited for

Best Fit
Commonsense Reasoning BenchmarkAI Datasets
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Web-first workflow
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Core Tasks

  • Benchmarking NLP models
  • Evaluating commonsense reasoning abilities
  • Training NLI models
  • Developing adversarial filtering techniques
  • Analyzing model performance on challenging inference tasks
  • Identifying weaknesses in pretrained language models

Target Personas

Commonsense Reasoning BenchmarkAI Datasets

Categories

DevelopmentData & Ml

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