advisory
Datasets
All datasets matching “advisory”mycert-advisorykcc-krishi-rag-sft-advisory-corpus
KCC-Krishi RAG/SFT Advisory Corpus
The KCC-Krishi RAG/SFT Advisory Corpus is a translated, quality-controlled, routing-aware research corpus derived from Kisan Call Centre records from the Government of India open-data ecosystem.
It was created for:
agricultural RAG research;
supervised fine-tuning research;
evidence-grounded response generation;
safety-routing experiments;
offline farmer-assistant prototyping;
reproducible dataset and model-training experiments.… See the full description on the dataset page: https://huggingface.co/datasets/uralstech/kcc-krishi-rag-sft-advisory-corpus.Indic-KCC-Agri-Advisory-Benchmark
Indic-KCC-Agri-Advisory-Benchmark
⚠️ Benchmark only — not agronomic advice. This dataset and its reference
answers exist to score language models, not to be used as real farming
guidance. KCC references are noisy call-centre transcripts (see Known
limitations); do not act on any answer, reference or candidate, as
agricultural advice.
Why this is gated
Two separate reasons, both real:
Benchmark integrity. Gold reference answers sitting in the open get… See the full description on the dataset page: https://huggingface.co/datasets/sthanika-ai/Indic-KCC-Agri-Advisory-Benchmark.chichewa-agriculture-advisory
Chichewa Agriculture Advisory
A Chichewa-language instruction dataset for fine-tuning a Llama-style chat
model to advise Malawian farmers, with a focus on maize (chimanga).
Each row is one conversation in the OpenAI / Llama chat-message schema:
{
"messages": [
{"role": "system", "content": "Ndinu katswiri wa za ulimi ku Malawi..."},
{"role": "user", "content": "Ndingabzale liti chimanga?"},
{"role": "assistant", "content": "Muyenera kubzala chimanga nthawi… See the full description on the dataset page: https://huggingface.co/datasets/PatrickChikuse/chichewa-agriculture-advisory.adaption-hr-advisory-onet
HR Advisory Instruction Dataset (O*NET-grounded)
Instruction-tuning data for HR advisory work — job design, hiring, assessment, internal mobility, workforce analytics and tooling — with every factual claim traceable to a named O*NET occupation record.
Built for the Adaption Labs AutoScientist Challenge Part 2, HR track.
What is in it
Rows
5,415 (4,836 train / 579 eval)
Task families
19
Occupations covered
907 of 923 available
Response length… See the full description on the dataset page: https://huggingface.co/datasets/miscusi/adaption-hr-advisory-onet.kisan-advisory-multilingual-indic
Kisan Advisory (Hindi / Punjabi / English)
Real farmer questions and Farm Tele Advisor answers from India's government
Kisan Call Centre helpline, adapted with AutoScientist, expanded into
Hindi and Punjabi, and filtered so that every row provably preserves the
agrochemical doses in its source note.
Rows (after dose filtering)
6,232
Language split
2,064 en / 2,726 hi / 1,442 pa
Quality grade
E → C (3.0 → 5.8)
Relative improvement
+93.3%
Percentile
13.8… See the full description on the dataset page: https://huggingface.co/datasets/tojpaj/kisan-advisory-multilingual-indic.