---
language:
- pt
license: cc
model-index:
- name: CabraLlama3-8b
  results:
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: ENEM Challenge (No Images)
      type: eduagarcia/enem_challenge
      split: train
      args:
        num_few_shot: 3
    metrics:
    - type: acc
      value: 74.67
      name: accuracy
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: BLUEX (No Images)
      type: eduagarcia-temp/BLUEX_without_images
      split: train
      args:
        num_few_shot: 3
    metrics:
    - type: acc
      value: 56.88
      name: accuracy
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: OAB Exams
      type: eduagarcia/oab_exams
      split: train
      args:
        num_few_shot: 3
    metrics:
    - type: acc
      value: 49.29
      name: accuracy
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: Assin2 RTE
      type: assin2
      split: test
      args:
        num_few_shot: 15
    metrics:
    - type: f1_macro
      value: 90.44
      name: f1-macro
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: Assin2 STS
      type: eduagarcia/portuguese_benchmark
      split: test
      args:
        num_few_shot: 15
    metrics:
    - type: pearson
      value: 69.85
      name: pearson
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: FaQuAD NLI
      type: ruanchaves/faquad-nli
      split: test
      args:
        num_few_shot: 15
    metrics:
    - type: f1_macro
      value: 70.38
      name: f1-macro
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: HateBR Binary
      type: ruanchaves/hatebr
      split: test
      args:
        num_few_shot: 25
    metrics:
    - type: f1_macro
      value: 85.05
      name: f1-macro
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: PT Hate Speech Binary
      type: hate_speech_portuguese
      split: test
      args:
        num_few_shot: 25
    metrics:
    - type: f1_macro
      value: 60.1
      name: f1-macro
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: tweetSentBR
      type: eduagarcia/tweetsentbr_fewshot
      split: test
      args:
        num_few_shot: 25
    metrics:
    - type: f1_macro
      value: 68.08
      name: f1-macro
    source:
      url: https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard?query=botbot-ai/CabraLlama3-8b
      name: Open Portuguese LLM Leaderboard
---

Llama 3 8b Instruct finetuned with Cabra 30k. 

Evals 

|            Tasks            |Metric |LLAMA3 Base Instruct Value|Stderr|Finetune Cabra 1 Value|Stderr|
|-----------------------------|-------|--------------------------|------|----------------------|------|
|assin2_rte                   |f1_macro|0.9091                    |0.0041|0.9036                |0.0042|
|                             |acc     |0.9093                    |0.0041|0.9036                |0.0042|
|assin2_sts                   |pearson |0.7517                    |0.0074|0.6989                |0.0082|
|                             |mse     |0.5985                    |N/A   |0.6958                |N/A   |
|bluex                        |acc     |0.5786                    |0.0106|0.5786                |0.0106|
|                             |...     |...                       |...   |...                   |...   |
|enem                         |acc     |0.7012                    |0.0070|0.7439                |0.0067|
|faquad_nli                   |f1_macro|0.7516                    |0.0132|0.6988                |0.0139|
|                             |acc     |0.7938                    |0.0112|0.7508                |0.0120|
|hatebr_offensive_binary      |f1_macro|0.8699                    |0.0064|0.8528                |0.0067|
|                             |acc     |0.8700                    |0.0064|0.8536                |0.0067|
|oab_exams                    |acc     |0.5062                    |0.0062|0.4911                |0.0062|
|portuguese_hate_speech_binary|f1_macro|0.5982                    |0.0120|0.5954                |0.0120|
|                             |acc     |0.5993                    |0.0119|0.5993                |0.0119|


# Open Portuguese LLM Leaderboard Evaluation Results  

Detailed results can be found [here](https://huggingface.co/datasets/eduagarcia-temp/llm_pt_leaderboard_raw_results/tree/main/botbot-ai/CabraLlama3-8b) and on the [🚀 Open Portuguese LLM Leaderboard](https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard)

|          Metric          |  Value  |
|--------------------------|---------|
|Average                   |**69.42**|
|ENEM Challenge (No Images)|    74.67|
|BLUEX (No Images)         |    56.88|
|OAB Exams                 |    49.29|
|Assin2 RTE                |    90.44|
|Assin2 STS                |    69.85|
|FaQuAD NLI                |    70.38|
|HateBR Binary             |    85.05|
|PT Hate Speech Binary     |    60.10|
|tweetSentBR               |    68.08|