gguf text-generation base_model:DevQuasar/DevQuasar-R1-Uncensored-Llama-8B base_model:quantized:DevQuasar/DevQuasar-R1-Uncensored-Llama-8B license:mit endpoints_compatible region:us conversational
---
base_model:
- DevQuasar/DevQuasar-R1-Uncensored-Llama-8B
license: mit
pipeline_tag: text-generation
---
[<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

## 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:
![image/png](https://cdn-uploads.huggingface.co/production/uploads/64e6d37e02dee9bcb9d9fa18/x1KIerKZylkEbv8eK5gqN.png)

#### 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)
