🧠
Gating Bert Adaptroute model by kunjcr2
⭐ 40.6
🧠
Model

Gating Bert Adaptroute

by kunjcr2 hf-model--kunjcr2--gating-bert-adaptroute
Nexus Index
40.6 Top 100%
S: Semantic 50
A: Authority 0
P: Popularity 16
R: Recency 98
Q: Quality 65
Tech Context
Vital Performance
301 DL / 30D
0.0%
Source →
Audited 40.6 FNI Score
Tiny - Params
- Context
301 Downloads
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID hf-model--kunjcr2--gating-bert-adaptroute
License Apache-2.0
Provider huggingface
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Cite this model

Academic & Research Attribution

BibTeX 
@misc{hf_model__kunjcr2__gating_bert_adaptroute,
  author = {kunjcr2},
  title = {Gating Bert Adaptroute Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/kunjcr2/gating-bert-adaptroute}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
kunjcr2. (2026). Gating Bert Adaptroute [Model]. Free2AITools. https://huggingface.co/kunjcr2/gating-bert-adaptroute

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

Quick Commands

🤗 HF Download
huggingface-cli download kunjcr2/gating-bert-adaptroute
đŸ“Ļ Install Lib
pip install -U transformers

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
40.6
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 0
Popularity (P) 16
Recency (R) 98
Quality (Q) 65

đŸ’Ŧ Index Insight

FNI V2.0 for Gating Bert Adaptroute: Semantic (S:50), Authority (A:0), Popularity (P:16), Recency (R:98), Quality (Q:65).

Free2AITools Nexus Index

Verification Authority

HuggingFace API GitHub Metadata Arxiv Citation DB System Audit
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Technical Deep Dive

gating-bert-adaptroute

A 4-class DistilBERT classifier acting as the gating network for AdaptRoute.

Labels

ID Label
0 code
1 math
2 qa
3 medical

Architecture

  • Base: distilbert-base-uncased (LoRA merged)
  • Training: 5 epochs, lr=0.0002

⚠ī¸ Incomplete Data

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

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📝 Limitations & Considerations

  • â€ĸ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • â€ĸ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • â€ĸ FNI scores are relative rankings and may change as new models are added.
  • ⚠ License Unknown: Verify licensing terms before commercial use.

Social Proof

HuggingFace Hub
301Downloads
Hub Discussions
🤗 Data Source: Hugging Face ↗
🔄 Daily sync (03:00 UTC)

AI Summary: Based on Hugging Face metadata. Not a recommendation.

📊 FNI Methodology 📚 Knowledge Baseℹī¸ Verify with original source

🛡ī¸ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

🆔 Identity & Source

id
hf-model--kunjcr2--gating-bert-adaptroute
slug
kunjcr2--gating-bert-adaptroute
source
huggingface
author
kunjcr2
license
Apache-2.0
tags
transformers, safetensors, distilbert, text-classification, adaptroute, router, lora, en, base_model:kunjcr2/gating-bert-adaptroute, base_model:adapter:kunjcr2/gating-bert-adaptroute, license:apache-2.0, text-embeddings-inference, endpoints_compatible, region:us

⚙ī¸ Technical Specs

architecture
null
params billions
null
context length
null
pipeline tag
text-classification

📊 Engagement & Metrics

downloads
301
stars
0
forks
null

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