transformers safetensors llama text-generation conversational arxiv:2311.13534 license:llama2 autotrain_compatible endpoints_compatible text-generation-inference region:us
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license: llama2
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# LM-cocktail 10.7B v1


This is a 50%-50% model of the SOLAR model and meow.

https://huggingface.co/upstage/SOLAR-10.7B-Instruct-v1.0

https://huggingface.co/rishiraj/meow


who rank #1 and #2 among models <13B in the https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard by 2023/12/20.


# Code

The LM-cocktail is novel technique for merging multiple models https://arxiv.org/abs/2311.13534

Code is backed up by this repo https://github.com/FlagOpen/FlagEmbedding.git

Merging scripts available under the [./scripts](./scripts) folder


# Result

The SOLAR model is the first model <30B that can answer this question from my test:

```
What will AI be like in the year 1010 A.D?
```

without hullicinating into 1010 A.D is a future time (like other llama2 models)

Models greater than that, like Yi-34B could answer this paradoxic question correctly as well, since it is huge enough.

### SOLAR 10.7B output

![img](./assets/SOLAR.png)

### LMCocktail 10.7B output1

![img](./assets/SOLAR_mixed.png)

### LMCocktail 10.7B output2

![img](./assets/SOLAR_mixed2.png)