| # titler-v3-q4_k_m.gguf | |
| A 5.84M-parameter Llama model (8 layers, 4,352-token vocabulary), quantized to Q4_K_M. It turns a prompt into a short title. | |
| ## Training data | |
| Prompts only (no model replies) came from these public datasets. Titles for them were written by Qwen3-14B | |
| (Apache-2.0) and, for a few thousand rows, by OpenAI's gpt-6-luna. The general-text stage used FineWeb-Edu. | |
| | Dataset | License | Note | | |
| |---|---|---| | |
| | [allenai/WildChat-1M](https://huggingface.co/datasets/allenai/WildChat-1M), [WildChat-4.8M](https://huggingface.co/datasets/allenai/WildChat-4.8M) | ODC-BY 1.0 | Attribution: WildChat, Allen Institute for AI. | | |
| | [lmsys/chatbot_arena_conversations](https://huggingface.co/datasets/lmsys/chatbot_arena_conversations) | CC-BY-4.0 for user prompts | Only the user prompts were used (the model replies are CC-BY-NC-4.0). | | |
| | [lmsys/lmsys-chat-1m](https://huggingface.co/datasets/lmsys/lmsys-chat-1m) | LMSYS-Chat-1M Dataset License Agreement | Allows research and commercial use and training models. It forbids passing on the dataset. This repository contains no part of the dataset. | | |
| | [OpenAssistant/oasst2](https://huggingface.co/datasets/OpenAssistant/oasst2) | Apache-2.0 | | | |
| | [HuggingFaceFW/fineweb-edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) | ODC-BY 1.0 | General-text stage. | | |
| Rows about sexual content with minors were removed before training. | |
| This file records what the dataset pages say on 2026-10-19. It is not legal advice. | |