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Model: klusai/tf3-26m-student Source: Original Platform
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README.md
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---
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license: apache-2.0
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language:
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- ro
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- llama
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- romanian
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- synthetic-data
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- distillation
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- tinyfabulist
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- fables
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base_model: klusai/tf3-50m-base
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datasets:
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- klusai/ds-tf2-en-ro-15k
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---
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# TF3 Student: Distilled Romanian Language Model
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A compact **22.9M-parameter** Romanian language model distilled from the [TF3-50M teacher](https://huggingface.co/klusai/tf3-50m-base) using logit-based knowledge distillation. Part of the [TinyFabulist](https://arxiv.org/abs/2601.10410) research project.
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## Model Details
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| Property | Value |
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|----------|-------|
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| Parameters | 22.9M (26.45M with untied embeddings) |
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| Architecture | LLaMA-style decoder-only Transformer |
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| Hidden size | 384 |
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| Attention heads | 6 (head dim 64) |
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| Layers | 6 |
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| MLP intermediate | 1,024 |
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| Vocab size | 32,000 (Unigram, Romanian-specific) |
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| Context length | 2,048 tokens |
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| Tied embeddings | Yes |
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| Training | Knowledge distillation from klusai/tf3-50m-base |
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## Training
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- **Method**: Logit-based knowledge distillation (KL + CE loss, alpha=0.009)
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- **Teacher**: [klusai/tf3-50m-base](https://huggingface.co/klusai/tf3-50m-base) (51.65M params, frozen)
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- **Data**: [klusai/ds-tf2-en-ro-15k](https://huggingface.co/datasets/klusai/ds-tf2-en-ro-15k) (15k Romanian fables)
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- **Temperature**: T=1.0
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- **Epochs**: 3
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- **Learning rate**: 3e-4 (cosine schedule, 50-step warmup)
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- **Hardware**: Apple M3 Ultra (96GB unified memory)
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## Intended Use
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This model is a research artifact demonstrating knowledge distillation for compact Romanian language models trained on synthetic moral microfiction. It is designed for:
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- Research on compact language model compression
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- Romanian text generation in the fable/moral story domain
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- Downstream fine-tuning for Romanian NLP tasks
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**Not intended for**: Production text generation, factual question answering, or safety-critical applications.
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## Limitations
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- Domain-restricted to moral microfiction (fables)
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- Trained exclusively on synthetic data
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- May exhibit repetitive patterns and simplified phrasing compared to the teacher
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- Gender agreement errors may occur in generated text
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## Citation
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```bibtex
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@article{nadas2026tf3,
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title={TF3-RO-50M: Training Compact Romanian Language Models from Scratch on Synthetic Moral Microfiction},
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author={Nada\c{s}, Mihai Dan and Dio\c{s}an, Laura and Tomescu, Andreea and Pi\c{s}coran, Andrei},
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journal={arXiv preprint arXiv:2601.10410},
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year={2026}
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}
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```
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## Related Models and Datasets
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| Artifact | Description |
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|----------|-------------|
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| [klusai/tf3-50m-base](https://huggingface.co/klusai/tf3-50m-base) | Teacher model (51.65M) |
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| [klusai/tf3-50m-sft](https://huggingface.co/klusai/tf3-50m-sft) | SFT-tuned teacher |
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| [klusai/tf3-bert](https://huggingface.co/klusai/tf3-bert) | NER model for entity coherence evaluation |
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| [klusai/ds-tf2-en-ro-3m](https://huggingface.co/datasets/klusai/ds-tf2-en-ro-3m) | 3M bilingual fable corpus |
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| [klusai/ds-tf2-en-ro-15k](https://huggingface.co/datasets/klusai/ds-tf2-en-ro-15k) | 15k curated subset for distillation/SFT |
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "float32",
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 384,
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"initializer_range": 0.02,
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"intermediate_size": 1024,
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"max_position_embeddings": 2048,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 6,
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"num_hidden_layers": 6,
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"num_key_value_heads": 6,
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"pad_token_id": null,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 10000.0,
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"rope_type": "default"
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},
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"tie_word_embeddings": true,
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"transformers_version": "5.7.0",
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"use_cache": false,
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"vocab_size": 32000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"output_attentions": false,
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"output_hidden_states": false,
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"transformers_version": "5.7.0",
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"use_cache": true
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}
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version https://git-lfs.github.com/spec/v1
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oid sha256:dd263ef04b2e63d6610883f32886a1526ac1d68d1ce37e894f3ddc0761a5d63e
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size 91645400
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tokenizer.json
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{
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"backend": "tokenizers",
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"bos_token": "<bos>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<eos>",
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"is_local": true,
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"local_files_only": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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"tokenizer_class": "TokenizersBackend",
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"unk_token": "<unk>"
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}
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