πŸ“Š
Reason Moderncolbert dataset by lightonai
⭐ 45.8
πŸ“Š
Dataset

Reason Moderncolbert

by lightonai lightonai/reason-moderncolbert
Free2AITools Nexus Index
45.8
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 55
P: Popularity 49
R: Recency 70
Q: Quality 65
Tech Context
Vital Performance —
Source β†’
Data Integrity 45.8 FNI Score
- Size
- Rows
- Tokens
Dataset Information Summary
Entity Passport
Registry ID lightonai/reason-moderncolbert
License CC-BY-NC-4.0
Provider huggingface
πŸ“œ

Cite this dataset

Academic & Research Attribution

BibTeX 
@misc{hf_dataset_lightonai_reason_moderncolbert,
  author = {lightonai},
  title = {Reason Moderncolbert Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/lightonai/Reason-ModernColBERT}},
  note = {Accessed via Free2AITools.}
}
APA Style
lightonai. (2026). Reason Moderncolbert [Dataset]. Free2AITools. https://huggingface.co/lightonai/Reason-ModernColBERT

πŸ”¬Technical Deep Dive

Full Specifications [+]

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 55
Popularity (P) 49
Recency (R) 70
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Reason Moderncolbert: Authority (A:55), Popularity (P:49), Recency (R:70), Quality (Q:65). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

HuggingFace API GitHub Metadata Arxiv Citation DB Methodology
Open data Updated: Live data
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Downloads
22,462

🎯 Task Categories

embedding

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Schema structure is shown in the Field Logic panel when available.

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Dataset Specification

No documentation available for this entry.

Social Proof

HuggingFace Hub
22.5KDownloads
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πŸ€— Data Source: Hugging Face β†—
πŸ”„ Updated daily

Source summary: Based on Hugging Face metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Dataset Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-dataset--lightonai--reason-moderncolbert
slug
lightonai--reason-moderncolbert
source
huggingface
author
lightonai
license
CC-BY-NC-4.0
tags
pylate, safetensors, modernbert, colbert, sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:100521, loss:cachedcontrastive, en, dataset:reasonir/reasonir-data, arxiv:1908.10084, arxiv:2101.06983, base_model:lightonai/gte-moderncolbert-v1, license:cc-by-nc-4.0, text-embeddings-inference, endpoints_compatible, region:us, eval-results

βš™οΈ Technical Specs

architecture
ModernBertModel
params billions
0.15
context length
4,096
pipeline tag
sentence-similarity

πŸ“Š Engagement & Metrics

downloads
22,462
stars
0
forks
0

Data indexed from public sources. Updated daily.