PCA-EVAL

Multimodal model evaluator

An open-source benchmark and evaluation tool for assessing multimodal large language models' performance in embodied decision-making tasks

[ACL 2024] PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain

GitHub

99 stars
5 watching
3 forks
Language: Jupyter Notebook
last commit: 10 months ago

Related projects:

Repository Description Stars
mshukor/evalign-icl Evaluating and improving large multimodal models through in-context learning 21
chenllliang/mmevalpro A benchmarking framework for evaluating Large Multimodal Models by providing rigorous metrics and an efficient evaluation pipeline. 22
freedomintelligence/mllm-bench Evaluates and compares the performance of multimodal large language models on various tasks 56
princeton-nlp/charxiv An evaluation suite for assessing chart understanding in multimodal large language models. 85
openai/simple-evals Evaluates language models using standardized benchmarks and prompting techniques. 2,059
edublancas/sklearn-evaluation A tool for evaluating and visualizing machine learning model performance 3
allenai/olmo-eval A framework for evaluating language models on NLP tasks 326
evolvinglmms-lab/lmms-eval Tools and evaluation framework for accelerating the development of large multimodal models by providing an efficient way to assess their performance 2,164
multimodal-art-projection/omnibench Evaluates and benchmarks multimodal language models' ability to process visual, acoustic, and textual inputs simultaneously. 15
open-compass/vlmevalkit An evaluation toolkit for large vision-language models 1,514
huggingface/evaluate An evaluation framework for machine learning models and datasets, providing standardized metrics and tools for comparing model performance. 2,063
maluuba/nlg-eval A toolset for evaluating and comparing natural language generation models 1,350
tatsu-lab/alpaca_eval An automatic evaluation tool for large language models 1,568
jpmml/jpmml-evaluator-spark A library that enables evaluation of predictive models stored in PMML format within Apache Spark 94
mlgroupjlu/llm-eval-survey A repository of papers and resources for evaluating large language models. 1,450