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Model: Boldt/Boldt-1B-IT-Preview
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---
license: apache-2.0
language:
- de
pipeline_tag: text-generation
library_name: transformers
tags:
- instruction-tuned
- german
base_model:
- Boldt/Boldt-1B
---
# Boldt-1B-IT-Preview
<img src="logo.png" width="500">
**Boldt-1B-IT-Preview** is a preview of an instruction-tuned German language model, fine-tuned on top of [Boldt-1B](https://huggingface.co/Boldt/Boldt-1B). It is part of the **Boldt** series of German Small Language Models (SLMs) trained from scratch at Humboldt-Universität zu Berlin.
- [Boldt-DC-350M](https://huggingface.co/Boldt/Boldt-DC-350M)
- [Boldt-DC-1B](https://huggingface.co/Boldt/Boldt-DC-1B)
- [Boldt-1B](https://huggingface.co/Boldt/Boldt-1B)
- **Boldt-1B-IT-Preview** *(this model)*
> **Preview status.** This is an early release intended to demonstrate instruction-following capabilities emerging from our quality-focused pre-training recipe. It has not undergone systematic safety evaluation and should not be used in production settings without further assessment.
## Training data
Boldt-1B-IT-Preview was fine-tuned on a curated mixture of 95k German instruction-output pairs from four sources:
- **Aya:** German subset of the [Aya dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), consisting of approximately 200 human-authored instruction-output pairs.
- **SmolTalk2 (DE, improved):** an improved German subset of the [SmolTalk2](https://huggingface.co/datasets/HuggingFaceTB/smoltalk2) dataset. We adjusted 52k prompts for more natural flowing German and regenerated outputs using [Qwen-3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B) to improve their quality.
- **r/FragReddit:** 7k prompts sourced from the [r/FragReddit](https://www.reddit.com/r/FragReddit/) subreddit. Outputs were generated using [Qwen-3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B).
- **Synthetic Reddit:** 19k synthetic QA pairs derived from a dump of r/FragReddit posts. We used [Qwen-3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B) to filter useful posts, rephrase questions for clarity, and generate helpful and educational answers.
- **NER instructions:** 17k NER tasks derived from 2 German NER datasets.
The mixture is designed to combine broad topical coverage with naturalness of German expression, complementing the information-dense pre-training corpus underlying the base model.
## Usage
Boldt-1B-IT-Preview is designed for single-turn German-language instruction-following tasks. It was not fine-tuned for multi-turn conversations, and performance in multi-turn settings is not guaranteed. It uses a standard chat template and can be used as follows:
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
model_name = "Boldt/Boldt-1B-IT-Preview"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)
messages = [
{"role": "user", "content": "Erkläre mir kurz, wie Quantencomputer funktionieren."}
]
input_ids = tokenizer.apply_chat_template(
messages,
tokenize=True,
add_generation_prompt=True,
return_tensors="pt"
)
outputs = model.generate(
input_ids,
max_new_tokens=256,
do_sample=True,
temperature=0.7,
top_p=0.9,
)
print(tokenizer.decode(outputs[0][input_ids.shape[-1]:], skip_special_tokens=True))
```
## Limitations
- **Language:** This model is optimized for German. Other languages are not supported.
- **Preview status:** This model is released as a research preview. It may produce factually incorrect or inconsistent outputs. Not optimized for multi-turn dialogue.
- **Safety:** We have not conducted systematic evaluations for toxic content, demographic biases, or harmful stereotypes. Quality filtering during pre-training may reduce some risks relative to unfiltered corpora but cannot eliminate them. Repeated multi-epoch exposure may amplify encoded biases. Users should exercise caution in sensitive applications.
## Citation
```bibtex
@misc{boldt,
title={Repetition over Diversity: High-Signal Data Filtering for Sample-Efficient German Language Modeling},
author={Ansar Aynetdinov and Patrick Haller and Alan Akbik},
year={2026},
eprint={2604.28075},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2604.28075},
}
```

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{
"<|assistant|>": 32002,
"<|system|>": 32000,
"<|user|>": 32001
}

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{%- if messages[0]['role'] != 'system' -%}
{%- set messages = [{'role': 'system', 'content': 'Du bist ein hilfreicher KI-Assistent.'}] + messages -%}
{%- endif -%}
{%- for message in messages -%}
{%- if message['role'] == 'user' -%}
{{ '<|user|>
' + message['content'] + eos_token }}
{%- elif message['role'] == 'system' -%}
{{ '<|system|>
' + message['content'] + eos_token }}
{%- elif message['role'] == 'assistant' -%}
{% generation %}{{ '<|assistant|>
' + message['content'] + eos_token }}{% endgeneration %}
{%- endif -%}
{%- endfor -%}
{%- if add_generation_prompt -%}
{{ '<|assistant|>
' }}
{%- endif -%}

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{
"architectures": [
"LlamaForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 0,
"dtype": "bfloat16",
"eos_token_id": 0,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 8192,
"max_position_embeddings": 4096,
"mlp_bias": false,
"model_type": "llama",
"num_attention_heads": 16,
"num_hidden_layers": 16,
"num_key_value_heads": 16,
"pad_token_id": 1,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": null,
"rope_theta": 10000.0,
"tie_word_embeddings": false,
"transformers_version": "4.57.3",
"use_cache": true,
"vocab_size": 32064
}

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"transformers_version": "4.57.3"
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