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Kshana 170m Base dataset by Abiray
⭐ 48.5
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Dataset

Kshana 170m Base

by Abiray abiray/kshana-170m-base
Free2AITools Nexus Index
48.5
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 39
P: Popularity 0
R: Recency 80
Q: Quality 65
Tech Context
Vital Performance —
Source β†’
Data Integrity 48.5 FNI Score
- Size
- Rows
- Tokens
Dataset Information Summary
Entity Passport
Registry ID abiray/kshana-170m-base
License Apache-2.0
Provider huggingface
πŸ“œ

Cite this dataset

Academic & Research Attribution

BibTeX 
@misc{hf_dataset_abiray_kshana_170m_base,
  author = {Abiray},
  title = {Kshana 170m Base Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/Abiray/Kshana-170M-Base}},
  note = {Accessed via Free2AITools.}
}
APA Style
Abiray. (2026). Kshana 170m Base [Dataset]. Free2AITools. https://huggingface.co/Abiray/Kshana-170M-Base

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) 39
Popularity (P) 0
Recency (R) 80
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Kshana 170m Base: Authority (A:39), Popularity (P:0), Recency (R:80), 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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Dataset Specification

No documentation available for this entry.

πŸ€— Data Source: Hugging Face β†—
πŸ”„ Updated daily

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

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πŸ›‘οΈ Dataset Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-dataset--abiray--kshana-170m-base
slug
abiray--kshana-170m-base
source
huggingface
author
Abiray
license
Apache-2.0
tags
safetensors, llama, text-generation, causal-lm, custom-architecture, pytorch, gqa, conversational, en, dataset:fineweb-edu, dataset:cosmopedia, license:apache-2.0, region:us

βš™οΈ Technical Specs

architecture
LlamaForCausalLM
params billions
0.17
context length
8,192
pipeline tag
text-generation

πŸ“Š Engagement & Metrics

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0
stars
null
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Data indexed from public sources. Updated daily.