How do I fine tune a small language model on our own customer support transcripts using current tools like unsloth?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I fine tune a small language model on our own customer support transcripts using current tools like unsloth?
3 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Unsloth documentation fine-tuning QLoRA conversational datasets SFTTrainer 2026 Google ↗
Hugging Face TRL SFTTrainer conversational dataset docs 2026 Google ↗
Unsloth supported models export vLLM Ollama documentation Google ↗
- Official website · unsloth.ai
- Hugging Face · huggingface.co
- TRL documentation · huggingface.co
- Weights & Biases · wandb.ai
- SFT Trainer · huggingface.co
- Fine-tuning LLMs Guide · unsloth.ai
- Qwen model collection · huggingface.co
- Google models · huggingface.co
- Llama models · huggingface.co
- Unsloth Docs · unsloth.ai
- Unsloth Requirements · unsloth.ai
- Inference & Deployment · unsloth.ai
- Unsloth Docs · unsloth.ai
- Website · ollama.com
- Documentation · docs.vllm.ai
- GitHub · github.com
- Unsloth Notebooks · unsloth.ai
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Unsloth documentation fine-tuning QLoRA conversational datasets SFTTrainer 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Hugging Face TRL SFTTrainer conversational dataset docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Unsloth supported models export vLLM Ollama documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |