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Distilbert Base Uncased Msmarco Margin Mse 1000000 model by kwondw
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Model

Distilbert Base Uncased Msmarco Margin Mse 1000000

by kwondw kwondw/distilbert-base-uncased-msmarco-margin-mse-1000000
Free2AITools Nexus Index
39.0
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 0
P: Popularity 4
R: Recency 91
Q: Quality 65
Tech Context
0.07B Params
512 Ctx
Vital Performance
38 DL / 30D
Source β†’

Technical Constraints

Experimental / High Latency
Low FNI signal 39 FNI Score
Tiny 0.07B Params
1k Context
38 Downloads
8G GPU ~2GB Est. VRAM
Dense DISTILBERTMODEL Architecture
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID kwondw/distilbert-base-uncased-msmarco-margin-mse-1000000
License Apache-2.0
Provider huggingface
πŸ’Ύ

Compute Threshold

~1.4GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{kwondw_distilbert_base_uncased_msmarco_margin_mse_1000000,
  author = {kwondw},
  title = {Distilbert Base Uncased Msmarco Margin Mse 1000000 Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/kwondw/distilbert-base-uncased-msmarco-margin-mse-1000000}},
  note = {Accessed via Free2AITools.}
}
APA Style
kwondw. (2026). Distilbert Base Uncased Msmarco Margin Mse 1000000 [Model]. Free2AITools. https://huggingface.co/kwondw/distilbert-base-uncased-msmarco-margin-mse-1000000

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run distilbert-base-uncased-msmarco-margin-mse-1000000
πŸ€— HF Download
huggingface-cli download kwondw/distilbert-base-uncased-msmarco-margin-mse-1000000
πŸ“¦ Install Lib
pip install -U transformers

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 0
Popularity (P) 4
Recency (R) 91
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Distilbert Base Uncased Msmarco Margin Mse 1000000: Authority (A:0), Popularity (P:4), Recency (R:91), 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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Technical Deep Dive

⚠️ Incomplete Data

Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.

View Original Source β†’

πŸ“ Limitations & Considerations

  • β€’ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • β€’ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • β€’ FNI scores are relative rankings and may change as new models are added.

Social Proof

HuggingFace Hub
38Downloads
Hub Discussions
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 Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-model--kwondw--distilbert-base-uncased-msmarco-margin-mse-1000000
slug
kwondw--distilbert-base-uncased-msmarco-margin-mse-1000000
source
huggingface
author
kwondw
license
Apache-2.0
tags
sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1000000, loss:marginmseloss, en, arxiv:1908.10084, arxiv:2010.02666, base_model:distilbert/distilbert-base-uncased, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us

βš™οΈ Technical Specs

architecture
DistilBertModel
params billions
0.07
context length
512
pipeline tag
sentence-similarity
vram gb
1.4
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
38

Data indexed from public sources. Updated daily.