gguf endpoints_compatible region:us conversational
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Quantization made by Richard Erkhov.

[Github](https://github.com/RichardErkhov)

[Discord](https://discord.gg/pvy7H8DZMG)

[Request more models](https://github.com/RichardErkhov/quant_request)


Lelantos-DPO-7B - GGUF
- Model creator: https://huggingface.co/SanjiWatsuki/
- Original model: https://huggingface.co/SanjiWatsuki/Lelantos-DPO-7B/


| Name | Quant method | Size |
| ---- | ---- | ---- |
| [Lelantos-DPO-7B.Q2_K.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q2_K.gguf) | Q2_K | 2.53GB |
| [Lelantos-DPO-7B.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.IQ3_XS.gguf) | IQ3_XS | 2.81GB |
| [Lelantos-DPO-7B.IQ3_S.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.IQ3_S.gguf) | IQ3_S | 2.96GB |
| [Lelantos-DPO-7B.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q3_K_S.gguf) | Q3_K_S | 2.95GB |
| [Lelantos-DPO-7B.IQ3_M.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.IQ3_M.gguf) | IQ3_M | 3.06GB |
| [Lelantos-DPO-7B.Q3_K.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q3_K.gguf) | Q3_K | 3.28GB |
| [Lelantos-DPO-7B.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q3_K_M.gguf) | Q3_K_M | 3.28GB |
| [Lelantos-DPO-7B.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q3_K_L.gguf) | Q3_K_L | 3.56GB |
| [Lelantos-DPO-7B.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.IQ4_XS.gguf) | IQ4_XS | 3.67GB |
| [Lelantos-DPO-7B.Q4_0.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q4_0.gguf) | Q4_0 | 3.83GB |
| [Lelantos-DPO-7B.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.IQ4_NL.gguf) | IQ4_NL | 3.87GB |
| [Lelantos-DPO-7B.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q4_K_S.gguf) | Q4_K_S | 3.86GB |
| [Lelantos-DPO-7B.Q4_K.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q4_K.gguf) | Q4_K | 4.07GB |
| [Lelantos-DPO-7B.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q4_K_M.gguf) | Q4_K_M | 4.07GB |
| [Lelantos-DPO-7B.Q4_1.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q4_1.gguf) | Q4_1 | 4.24GB |
| [Lelantos-DPO-7B.Q5_0.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q5_0.gguf) | Q5_0 | 4.65GB |
| [Lelantos-DPO-7B.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q5_K_S.gguf) | Q5_K_S | 4.65GB |
| [Lelantos-DPO-7B.Q5_K.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q5_K.gguf) | Q5_K | 4.78GB |
| [Lelantos-DPO-7B.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q5_K_M.gguf) | Q5_K_M | 4.78GB |
| [Lelantos-DPO-7B.Q5_1.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q5_1.gguf) | Q5_1 | 5.07GB |
| [Lelantos-DPO-7B.Q6_K.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q6_K.gguf) | Q6_K | 5.53GB |
| [Lelantos-DPO-7B.Q8_0.gguf](https://huggingface.co/RichardErkhov/SanjiWatsuki_-_Lelantos-DPO-7B-gguf/blob/main/Lelantos-DPO-7B.Q8_0.gguf) | Q8_0 | 7.17GB |




Original model description:
---
license: cc-by-nc-4.0
---

|                                Model                                 |AGIEval|GPT4All|TruthfulQA|Bigbench|Average|
|----------------------------------------------------------------------|------:|------:|---------:|-------:|------:|
|[Lelantos-DPO-7B](https://huggingface.co/SanjiWatsuki/Lelantos-DPO-7B)|  45.47|     75|     67.05|   46.64|  58.54|
|[Lelantos-7B](https://huggingface.co/SanjiWatsuki/Lelantos-7B)|  46.01|     75|     64.93|   46.21|  58.04|

### AGIEval
|             Task             |Version| Metric |Value|   |Stderr|
|------------------------------|------:|--------|----:|---|-----:|
|agieval_aqua_rat              |      0|acc     |25.20|±  |  2.73|
|                              |       |acc_norm|24.02|±  |  2.69|
|agieval_logiqa_en             |      0|acc     |40.71|±  |  1.93|
|                              |       |acc_norm|40.25|±  |  1.92|
|agieval_lsat_ar               |      0|acc     |24.35|±  |  2.84|
|                              |       |acc_norm|23.04|±  |  2.78|
|agieval_lsat_lr               |      0|acc     |55.69|±  |  2.20|
|                              |       |acc_norm|55.49|±  |  2.20|
|agieval_lsat_rc               |      0|acc     |65.06|±  |  2.91|
|                              |       |acc_norm|65.43|±  |  2.91|
|agieval_sat_en                |      0|acc     |76.70|±  |  2.95|
|                              |       |acc_norm|76.70|±  |  2.95|
|agieval_sat_en_without_passage|      0|acc     |47.09|±  |  3.49|
|                              |       |acc_norm|45.63|±  |  3.48|
|agieval_sat_math              |      0|acc     |36.36|±  |  3.25|
|                              |       |acc_norm|33.18|±  |  3.18|

Average: 45.47%

### GPT4All
|    Task     |Version| Metric |Value|   |Stderr|
|-------------|------:|--------|----:|---|-----:|
|arc_challenge|      0|acc     |62.12|±  |  1.42|
|             |       |acc_norm|63.23|±  |  1.41|
|arc_easy     |      0|acc     |85.40|±  |  0.72|
|             |       |acc_norm|81.02|±  |  0.80|
|boolq        |      1|acc     |87.25|±  |  0.58|
|hellaswag    |      0|acc     |67.97|±  |  0.47|
|             |       |acc_norm|85.48|±  |  0.35|
|openbookqa   |      0|acc     |36.80|±  |  2.16|
|             |       |acc_norm|47.20|±  |  2.23|
|piqa         |      0|acc     |81.88|±  |  0.90|
|             |       |acc_norm|83.57|±  |  0.86|
|winogrande   |      0|acc     |77.27|±  |  1.18|

Average: 75.0%

### TruthfulQA
|    Task     |Version|Metric|Value|   |Stderr|
|-------------|------:|------|----:|---|-----:|
|truthfulqa_mc|      1|mc1   |49.94|±  |  1.75|
|             |       |mc2   |67.05|±  |  1.53|

Average: 67.05%

### Bigbench
|                      Task                      |Version|       Metric        |Value|   |Stderr|
|------------------------------------------------|------:|---------------------|----:|---|-----:|
|bigbench_causal_judgement                       |      0|multiple_choice_grade|58.95|±  |  3.58|
|bigbench_date_understanding                     |      0|multiple_choice_grade|64.23|±  |  2.50|
|bigbench_disambiguation_qa                      |      0|multiple_choice_grade|36.43|±  |  3.00|
|bigbench_geometric_shapes                       |      0|multiple_choice_grade|23.68|±  |  2.25|
|                                                |       |exact_str_match      | 3.90|±  |  1.02|
|bigbench_logical_deduction_five_objects         |      0|multiple_choice_grade|33.40|±  |  2.11|
|bigbench_logical_deduction_seven_objects        |      0|multiple_choice_grade|24.43|±  |  1.63|
|bigbench_logical_deduction_three_objects        |      0|multiple_choice_grade|54.33|±  |  2.88|
|bigbench_movie_recommendation                   |      0|multiple_choice_grade|52.20|±  |  2.24|
|bigbench_navigate                               |      0|multiple_choice_grade|52.70|±  |  1.58|
|bigbench_reasoning_about_colored_objects        |      0|multiple_choice_grade|69.65|±  |  1.03|
|bigbench_ruin_names                             |      0|multiple_choice_grade|50.22|±  |  2.36|
|bigbench_salient_translation_error_detection    |      0|multiple_choice_grade|40.98|±  |  1.56|
|bigbench_snarks                                 |      0|multiple_choice_grade|72.38|±  |  3.33|
|bigbench_sports_understanding                   |      0|multiple_choice_grade|73.23|±  |  1.41|
|bigbench_temporal_sequences                     |      0|multiple_choice_grade|39.90|±  |  1.55|
|bigbench_tracking_shuffled_objects_five_objects |      0|multiple_choice_grade|20.88|±  |  1.15|
|bigbench_tracking_shuffled_objects_seven_objects|      0|multiple_choice_grade|17.60|±  |  0.91|
|bigbench_tracking_shuffled_objects_three_objects|      0|multiple_choice_grade|54.33|±  |  2.88|

Average: 46.64%

Average score: 58.54%


