chuvash-ai/LFM3-1.7B-chv-llm-v1
text-generation model by chuvash-ai
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
The first generative Chuvash language model from the chuvash-ai program: it writes and continues Chuvash text from a short Russian instruction. This is a research release of stage 1 (native-language LM). It is not a translation model — for Chuvash↔Russian translation use LFM3-1.7B-chv-v2. A stage-2 instruction/translation model built on top of this one is planned. The model was trained on plain prompt→completion pairs with exactly two instruction prefixes (they must be reproduced verbatim): → the model writes a new Chuvash sentence, and → the model continues the given text. The base LFM3 chat template is not used and was removed from the repo — wrap prompts manually: Use dosample=True, temperature≈0.8, topp≈0.95. With greedy decoding the model degrades into word-repetition loops (a known artifact of this LM-only stage) — greedy is not recommended. with vocabulary surgery: extended to 136,441 tokens with Chuvash subwords (ӑ/ӗ/ҫ diacritics), cutting token fertility from 5.6 to…
Read the full model card ↗ · Preview checked 2026-11-15T07:39:35.993Z
Inside the original model card — Document outline
- LFM3-1.7B-chv-llm-v1 — a Chuvash language model (stage 1)
- Native format — completion, no chat template
- Sampling settings matter
- Training
- Limitations (read before using)
- Changes from the base model (LFM Open License §4b)
- License
- Acknowledgements
Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.
Links from the model card
References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.
Documentation belongs to its respective authors. Reported project/model license: other. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
chuvash-ai/LFM3-1.7B-chv-llm-v1 is a text-generation model repository published by chuvash-ai on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- transformers
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 1,746,088,704
- Architecture
- Lfm3ForCausalLM
- License
- other
- Access
- Not gated by Hugging Face
- Created
- 2026-11-15T06:25:08.000Z
- Last modified
- 2026-11-15T06:26:25.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: LiquidAI/LFM3-1.7B-Base
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.
Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-15T06:59:14.047Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.