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---
base_model:
- deepseek-ai/DeepSeek-R1-Distill-Llama-8B
- bunnycore/LLama-3.1-8B-HyperNova-abliteration
- Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
library_name: transformers
tags:
- mergekit
- merge
license: mit
---
[<img src="https://raw.githubusercontent.com/csabakecskemeti/devquasar/main/dq_logo_black-transparent.png" width="200"/>](https://devquasar.com)
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# DevQuasar-R1-Uncensored-Llama-8B
This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
## Eval results
`hf (pretrained=DevQuasar/DevQuasar-R1-Uncensored-Llama-8B,parallelize=True,dtype=float16), gen_kwargs: (temperature=0.6,top_p=0.95,do_sample=True), limit: None, num_fewshot: None, batch_size: auto:4 (1,16,64,64)`
| Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr|
|----------------------------------------------------------|-------|------|-----:|-----------------------|---|-----:|---|------|
|hellaswag | 1|none | 0|acc |↑ |0.6052|± |0.0049|
| | |none | 0|acc_norm |↑ |0.8021|± |0.0040|
|leaderboard_bbh | N/A| | | | | | | |
| - leaderboard_bbh_boolean_expressions | 1|none | 3|acc_norm |↑ |0.8360|± |0.0235|
| - leaderboard_bbh_causal_judgement | 1|none | 3|acc_norm |↑ |0.6043|± |0.0359|
| - leaderboard_bbh_date_understanding | 1|none | 3|acc_norm |↑ |0.4840|± |0.0317|
| - leaderboard_bbh_disambiguation_qa | 1|none | 3|acc_norm |↑ |0.6360|± |0.0305|
| - leaderboard_bbh_formal_fallacies | 1|none | 3|acc_norm |↑ |0.5680|± |0.0314|
| - leaderboard_bbh_geometric_shapes | 1|none | 3|acc_norm |↑ |0.2760|± |0.0283|
| - leaderboard_bbh_hyperbaton | 1|none | 3|acc_norm |↑ |0.5440|± |0.0316|
| - leaderboard_bbh_logical_deduction_five_objects | 1|none | 3|acc_norm |↑ |0.4320|± |0.0314|
| - leaderboard_bbh_logical_deduction_seven_objects | 1|none | 3|acc_norm |↑ |0.4640|± |0.0316|
| - leaderboard_bbh_logical_deduction_three_objects | 1|none | 3|acc_norm |↑ |0.6440|± |0.0303|
| - leaderboard_bbh_movie_recommendation | 1|none | 3|acc_norm |↑ |0.7600|± |0.0271|
| - leaderboard_bbh_navigate | 1|none | 3|acc_norm |↑ |0.6240|± |0.0307|
| - leaderboard_bbh_object_counting | 1|none | 3|acc_norm |↑ |0.5440|± |0.0316|
| - leaderboard_bbh_penguins_in_a_table | 1|none | 3|acc_norm |↑ |0.4658|± |0.0414|
| - leaderboard_bbh_reasoning_about_colored_objects | 1|none | 3|acc_norm |↑ |0.5640|± |0.0314|
| - leaderboard_bbh_ruin_names | 1|none | 3|acc_norm |↑ |0.7160|± |0.0286|
| - leaderboard_bbh_salient_translation_error_detection | 1|none | 3|acc_norm |↑ |0.4920|± |0.0317|
| - leaderboard_bbh_snarks | 1|none | 3|acc_norm |↑ |0.5899|± |0.0370|
| - leaderboard_bbh_sports_understanding | 1|none | 3|acc_norm |↑ |0.6880|± |0.0294|
| - leaderboard_bbh_temporal_sequences | 1|none | 3|acc_norm |↑ |0.2200|± |0.0263|
| - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1|none | 3|acc_norm |↑ |0.1880|± |0.0248|
| - leaderboard_bbh_tracking_shuffled_objects_seven_objects| 1|none | 3|acc_norm |↑ |0.1320|± |0.0215|
| - leaderboard_bbh_tracking_shuffled_objects_three_objects| 1|none | 3|acc_norm |↑ |0.3040|± |0.0292|
| - leaderboard_bbh_web_of_lies | 1|none | 3|acc_norm |↑ |0.4760|± |0.0316|
|leaderboard_gpqa | N/A| | | | | | | |
| - leaderboard_gpqa_diamond | 1|none | 0|acc_norm |↑ |0.3232|± |0.0333|
| - leaderboard_gpqa_extended | 1|none | 0|acc_norm |↑ |0.3498|± |0.0204|
| - leaderboard_gpqa_main | 1|none | 0|acc_norm |↑ |0.3527|± |0.0226|
|leaderboard_ifeval | 3|none | 0|inst_level_loose_acc |↑ |0.4628|± | N/A|
| | |none | 0|inst_level_strict_acc |↑ |0.4365|± | N/A|
| | |none | 0|prompt_level_loose_acc |↑ |0.3216|± |0.0201|
| | |none | 0|prompt_level_strict_acc|↑ |0.2902|± |0.0195|
|leaderboard_math_hard | N/A| | | | | | | |
| - leaderboard_math_algebra_hard | 2|none | 4|exact_match |↑ |0.5798|± |0.0282|
| - leaderboard_math_counting_and_prob_hard | 2|none | 4|exact_match |↑ |0.2276|± |0.0380|
| - leaderboard_math_geometry_hard | 2|none | 4|exact_match |↑ |0.1970|± |0.0347|
| - leaderboard_math_intermediate_algebra_hard | 2|none | 4|exact_match |↑ |0.1036|± |0.0182|
| - leaderboard_math_num_theory_hard | 2|none | 4|exact_match |↑ |0.3377|± |0.0382|
| - leaderboard_math_prealgebra_hard | 2|none | 4|exact_match |↑ |0.4715|± |0.0360|
| - leaderboard_math_precalculus_hard | 2|none | 4|exact_match |↑ |0.1111|± |0.0271|
|leaderboard_mmlu_pro | 0.1|none | 5|acc |↑ |0.3608|± |0.0044|
|leaderboard_musr | N/A| | | | | | | |
| - leaderboard_musr_murder_mysteries | 1|none | 0|acc_norm |↑ |0.5920|± |0.0311|
| - leaderboard_musr_object_placements | 1|none | 0|acc_norm |↑ |0.3867|± |0.0305|
| - leaderboard_musr_team_allocation | 1|none | 0|acc_norm |↑ |0.3560|± |0.0303|
### Compare to base DeepSeek-R1-Distill-Llama-8B
Model shows improvements in most if these tests:
#### Link to eval results
[DevQuasar-R1-Uncensored-Llama-8B](https://github.com/csabakecskemeti/lm_eval_results/blob/main/DevQuasar__DevQuasar-R1-Uncensored-Llama-8B/results_2025-01-28T21-04-03.910794.json)
[DeepSeek-R1-Distill-Llama-8B](https://github.com/csabakecskemeti/lm_eval_results/blob/main/deepseek-ai__DeepSeek-R1-Distill-Llama-8B/results_2025-01-26T22-29-00.931915.json)
## Merge Details
### Merge Method
This model was merged using the [Linear](https://arxiv.org/abs/2203.05482) merge method.
### Models Merged
The following models were included in the merge:
* [deepseek-ai/DeepSeek-R1-Distill-Llama-8B](https://huggingface.co./deepseek-ai/DeepSeek-R1-Distill-Llama-8B)
* [bunnycore/LLama-3.1-8B-HyperNova-abliteration](https://huggingface.co./bunnycore/LLama-3.1-8B-HyperNova-abliteration)
* [Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2](https://huggingface.co./Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2)
### Configuration
The following YAML configuration was used to produce this model:
```yaml
models:
- model: Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
parameters:
weight: 0.3
- model: bunnycore/LLama-3.1-8B-HyperNova-abliteration
parameters:
weight: 0.3
- model: deepseek-ai/DeepSeek-R1-Distill-Llama-8B
parameters:
weight: 0.4
merge_method: linear
dtype: float16
``` |