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javafa/README.md

May 4th 2024 - ranked 1st on the huggingface Open Llm Leaderboard

  • This is a merged model. So you have to unckeck the "[X] Contains merge/moerge" checkbox above the list.
Metric Value
Avg. 81.28

free-evo-qwen72b-v0.8

Method

Framework

[ ModelSelector ] > [ Finetunner ] > [ Merger ] > [ Evaluator ]

sequenceDiagram
    participant Finetunner
    participant ModelSelector
    participant Merger
    participant Evaluator
    Finetunner->>ModelSelector: Tunned models
    loop ScoreChecker
        ModelSelector->>Merger: Highest two
        Merger->>Evaluator: Merged one
        Evaluator->>ModelSelector: If the score is not enough
    end
Loading

Process

Required two models with the same architecture.

  1. Original model > DPO + SFT > Gapped model
  2. SLERP Original one and Gapped one > Merged
  3. Evaluate > Merged
  • Fine-tune a specific evaluation part of the model if you need to increase the score for that part
  1. SLERP Merged one and Original One > Second Merged
  2. Evaluate Second Merged
    @ Continue until the average evaluation score is higher than the original one

Base Architecture

  • QWEN2

Pinned Loading

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