datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
catalog
Mesh-LLM Catalog
This dataset is the Hugging Face-backed catalog for Mesh-LLM.
The runtime catalog entries live under entries/**/*.json. The Dataset Viewer
uses catalog_rows.jsonl, a flat generated table with one row per model variant.
The catalog deliberately excludes raw blob URLs. Entries should resolve to
Hugging Face repositories and canonical Mesh refs.
MeshFleetThis is a curated collection of 3D car models derived from Objaverse-XL described in MeshFleet: Filtered and Annotated 3D Vehicle Dataset for Domain Specific Generative Modeling. The MeshFleet dataset provides metadata for 3D car models, including their SHA256 from Objaverse-XL, vehicle category, and size. The core dataset is available as a CSV file: meshfleet_with_vehicle_categories_df.csv. You can easily load it using pandas:
import pandas as pd
meshfleet_df =… See the full description on the dataset page: https://huggingface.co/datasets/DamianBoborzi/MeshFleet.mv-mesh-40kdalton-lv-meshes
Dalton et al. (2023) Left-Ventricle Meshes — DOLFINx XDMF
Finite-element meshes of 2967 synthetic left-ventricle (LV) geometries, converted
from the raw node data of
D. Dalton, H. Gao, D. Husmeier, "Emulation of cardiac mechanics using Graph
Neural Networks", Computer Methods in Applied Mechanics and Engineering 401
(2023) 115645. Dataset: Zenodo 7075055
· Code: https://github.com/dodaltuin/passive-lv-gnn-emul
The upstream download contains only a node-adjacency graph plus… See the full description on the dataset page: https://huggingface.co/datasets/mapengfei/dalton-lv-meshes.MeshCoderDataset
MeshCoderDataset
This is the dataset of the paper MeshCoder.
MeshCoder
Bingquan Dai*, Li Luo*, Qihong Tang,
Jie Wang, Xinyu Lian, Hao Xu, Minghan Qin, Xudong Xu, Bo Dai, Haoqian Wang†, Zhaoyang Lyu† Jiangmiao Pang
* Equal contribution
† Corresponding author
Project lead: Zhaoyang Lyu
Overview
MeshCoder is a framework that converts 3D point clouds into editable Blender Python scripts, enabling programmatic reconstruction and editing of complex… See the full description on the dataset page: https://huggingface.co/datasets/InternRobotics/MeshCoderDataset.PubMed_MultiLabel_Text_Classification_Dataset_MeSHThis dataset consists of a approx 50k collection of research articles from PubMed repository. Originally these documents are manually annotated by Biomedical Experts with their MeSH labels and each articles are described in terms of 10-15 MeSH labels. In this Dataset we have huge numbers of labels present as a MeSH major which is raising the issue of extremely large output space and severe label sparsity issues. To solve this Issue Dataset has been Processed and mapped to its root as Described… See the full description on the dataset page: https://huggingface.co/datasets/owaiskha9654/PubMed_MultiLabel_Text_Classification_Dataset_MeSH.meshfleet_arenaplugin-catalogmesh-terms-tree-2024
PubMed MESH terms with treeNumbers information.
Dataset of PubMed MESH terms. Every term has list of mesh terms tree location points of the term.
Columns:
termId
termName
treeNumbers
Source of the data: https://nlmpubs.nlm.nih.gov/projects/mesh/MESH_FILES/xmlmesh/desc2024.xml
Mesh4Phys
Mesh4Phys
3D assets for physics-aware shape generation (TRELLIS fine-tuning + FEA/CFD).
Size
705,502 rows. 641 parquet shards (30.4 GB) plus 528 voxel packs under assets/
(10.1 GB) — about 40.6 GB in total.
source
rows
parquet
mesh
captions
textures
objaverse_github
283,911
13.88 GB
direct URL
98%
76%
objaverse
168,176
11.72 GB
direct URL
99%
100%
ortho2cad
147,000
1.73 GB
hosted
—
—
initial 7
71,686
2.91 GB
mixed
most
some
deepjeb_pp
15,360
20… See the full description on the dataset page: https://huggingface.co/datasets/Mexapod/Mesh4Phys.Mesh-Untangling-Benchmark
Mesh Untangling Benchmark
This repository contains the publicly redistributable portion of the benchmark
used by Mesh Untangling.
It contains 166 input meshes:
Dataset
Cases
Files
License
Analytic Surfaces (math)
26
OBJ
Apache-2.0
Microsoft Rocketbox
140
OBJ and companion MTL
MIT
These are benchmark inputs and may contain self-intersections. They are not
solver outputs.
ISIR, SMAL, and SCAPE are not included because their distribution terms require
users to… See the full description on the dataset page: https://huggingface.co/datasets/AppledoreM/Mesh-Untangling-Benchmark.autodev-datasetsMeSH2025mesh
Medical Subject Headings
This is a preprocessed version of the Medical Subject Headings controlled vocabulary (2021 edition).
The data has been preprocessed to facilitate usage in downstream entity linking (see here for preprocessing code).
Original files
https://nlmpubs.nlm.nih.gov/projects/mesh/2021/xmlmesh/desc2021.xml
https://nlmpubs.nlm.nih.gov/projects/mesh/2021/xmlmesh/supp2021.xml
Disclaimer
This repository redistributes data from the… See the full description on the dataset page: https://huggingface.co/datasets/bel-bench/mesh.mesh-snomed-entity-alignment-15k
MeSH-SNOMED Entity Alignment 15K
MeSH-SNOMED Entity Alignment 15K is a biomedical heterogeneous knowledge graph alignment benchmark for cross-ontology matching between MeSH and SNOMED CT. It is designed to evaluate entity alignment systems under realistic large-graph conditions, where gold-aligned concepts are embedded in much larger biomedical graphs containing many structurally relevant but non-aligned background entities. This release is intended for the accompanying EMNLP… See the full description on the dataset page: https://huggingface.co/datasets/vaibhavalakshmiravideshik/mesh-snomed-entity-alignment-15k.PubMed-MultiLabel-MeSH
PubMed MultiLabel Text Classification (MeSH)
A dataset of 50,000 PubMed biomedical articles, each manually annotated
by domain experts with MeSH (Medical Subject Headings) labels. With
21,918 unique labels and a mean of ~12.7 labels per document, this is a
densely-labeled extreme multi-label classification benchmark.
Dataset Description
Property
Value
Train examples
40,000
Test examples
10,000
Total unique MeSH labels
21,918
Mean labels per document
~12.7… See the full description on the dataset page: https://huggingface.co/datasets/Tellurio/PubMed-MultiLabel-MeSH.hydrogym-meshesmesh_classification_legacyontology-meshbamec66557__VICIOUS_MESH-12B-UNION-details
Dataset Card for Evaluation run of bamec66557/VICIOUS_MESH-12B-UNION
Dataset automatically created during the evaluation run of model bamec66557/VICIOUS_MESH-12B-UNION
The dataset is composed of 38 configuration(s), each one corresponding to one of the evaluated task.
The dataset has been created from 1 run(s). Each run can be found as a specific split in each configuration, the split being named using the timestamp of the run.The "train" split is always pointing to the latest… See the full description on the dataset page: https://huggingface.co/datasets/open-llm-leaderboard/bamec66557__VICIOUS_MESH-12B-UNION-details.mesh_class_20percArtificial-Neural-Mesh-ANM
ARTIFICIAL NEURAL MESH (ANM)
ORCID: https://orcid.org/0009-0004-6611-2918
A Modular, Multi-Model Cognitive Architecture with Controlled Self-Expansion and Web-of-Thought Reasoning
Version: 1.0
Author: Syed Abdur Rehman Ali
Date: November 2025
📘 Overview
Artificial Neural Mesh (ANM) is a proposed cognitive architecture designed to overcome the limitations of monolithic LLM systems. Instead of relying on a single model for every domain, ANM uses a network… See the full description on the dataset page: https://huggingface.co/datasets/Abd0r/Artificial-Neural-Mesh-ANM.Moldy_TOFUwelsh-speech-3d-meshes
Welsh Speech Dataset - 3D Facial Meshes
3D facial reconstructions from the Welsh Speech Dataset.
Contents
3D meshes (.obj files) - One per frame
Texture maps (.png files) - Fused left-right stereo images from 3DMD
Captured using 3DMD 6-camera system
~330 zip files (one per speaker-phrase sequence)
File Structure
Files are organized as zip archives in the meshes/ directory, one zip per speaker-phrase sequence:
meshes/
├── speaker_01_phrase_01.zip
├──… See the full description on the dataset page: https://huggingface.co/datasets/arvinsingh/welsh-speech-3d-meshes.Roblox.meshllama-mesh-gen-4096-deduplBC5CDR_MeSH2015_completellama-mesh-obj-annotationspubmed-mesh-terms-level-1-articles-2024
PubMed articles with MeSH terms
Small dataset of article abstacts and titles with MeSH terms information.
Articles are selected with search for 100 top articles for level 1 MeSH terms. The articles with empty abstract are discarded.
Dataset columns:
pubmedid - pubmed id of the article
language - 3 character language code
title - article title
abstract - article abstract
termIds - serialized list of MeSH term ids of the article
emgena_envoy_istio_mesh_guard_mcp_teaser
🚀 Cloud SRE - Envoy & Istio Service Mesh Circuit-Breaker MCP Guard (Evaluation Teaser)
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🌟 Domain Overview & Features
Circuit-breaker cascade prevention, outlier detection tuning, and mTLS mutual handshake timeout diagnostics for… See the full description on the dataset page: https://huggingface.co/datasets/emgena/emgena_envoy_istio_mesh_guard_mcp_teaser.