Data · dataset · 2024
Vocabulary Tests LLMs
Listed in e-cienciaDatos
Description
Vocabulary evaluation of LLMs This repository contains the results for the different vocabulary tests run on LLM tools/models presented in the paper: "The continued usefulness of vocabulary tests for evaluating large language models" currently published in PLOS ONE: doi.org/10.1371/journal.pone.0308259 The name of the files correspond to the vocabulary tests for which results are presented in Tables 3-6 in the paper (note that questions for the TOEFL test are not public).
In each file, the first column has the question posed to the LLM tool/model, followed by the correct answer. The rest of the columns correspond to the answers of the different LLM tools/models evaluated. The results and percentages are summarized at the bottom of the file after the last test items.
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The models evaluated are: Model Link Llama 2 7b huggingface.co/meta-llama/Llama-2-7b-chat Llama 2 13b huggingface.co/meta-llama/Llama-2-13b-chat Llama 2 70b huggingface.co/meta-llama/Llama-2-70b-chat Mistral 7b v0.1 huggingface.co/mistralai/Mistral-7B-v0.1 GPT 3.5 turbo 0613 platform.openai.com/docs/models/gpt-3-5-turbo GPT 4 0613 platform.openai.com/docs/models/gpt-4-turbo-and-gpt-4 Bard To cite our work: @article{10.1371/journal.pone.0308259, doi = {10.1371/journal.pone.0308259}, author = {Martínez, Gonzalo AND Conde, Javier AND Merino-Gómez, Elena AND Bermúdez-Margaretto, Beatriz AND Hernández, José Alberto AND Reviriego, Pedro AND Brysbaert, Marc}, journal = {PLOS ONE}, publisher = {Public Library of Science}, title = {Establishing vocabulary tests as a benchmark for evaluating large language models}, year = {2024}, month = {12}, volume = {19}, url = {doi.org/10.1371/journal.pone.0308259}, pages = {1-17}, number = {12}, }
Links
Where it is published
- Dataverse dataset page edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi%3A10.5281%2FZENODO.14453972 ↗
landing page · from edatos consorciomadrono es
- DOI doi.org/10.5281/zenodo.14453972 ↗
DOI / persistent id · from edatos consorciomadrono es
Catalogue records · 1
- Dataverse API edatos.consorciomadrono.es/api/datasets/:persistentId/?persistentId=doi%3A10.5281%2FZENOD… ↗
metadata API · from edatos consorciomadrono es
Provenance · 1 source records, 5 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| e-cienciaDatos | doi:10.5281/ZENODO.14453972 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| created_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | |
| description | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /description |
| publication_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | |
| title | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /name |
| updated_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 |