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logo-gembo-1.1.png This is like Gembo v1, but with 6-7% more human data. Does perform a bit worse on the benches(who cares? I do.), but should be able to write in more diverse styles(See waxwing-styles.txt, tested it with v1, v1 does it better.). Mainly made for RP, but should be okay as an assistant. Turned out quite good, considering the amount of LORAs I merged into it.

Observations

  • GPTisms and repetition: put temperature and rep. pen. higher, make GPTisms stop sequences
  • A bit different than the ususal stuff; I'd say that it has so much slop in it that it unslops itself
  • Lightly censored
  • Fairly neutral, can be violent if you ask it really good, Goliath is a bit better at it
  • Has a bit of optimism baked in, but it's not very severe, maybe a tiny bit more than in v1?
  • Don't put too many style tags, here less is better
  • Unlike v1, 1.1 knows a bit better when to stop
  • Needs more wrangling than v1, but once you get it going it's good
  • Sometimes can't handle '
  • Moderately intelligent
  • Quite creative

Worth over v1?

Nah. I prefer hyperslop over this "humanized" one. Maybe I've been poisoned by slop.

Naming

Internal name of this model was euryale-guano-saiga-med-janboros-kim-wing-lima-wiz-tony-d30-s40, but I decided to keep it short, and since it was iteration G in my files, I called it "Gembo".

Prompt format

Alpaca. You can also try some other formats, I'm pretty sure it has a lot of them from all those merges.

### Instruction:
{instruction}

### Response:

Settings

As I already mentioned, high temperature and rep.pen. works great. For RP try something like this:

  • temperature=5
  • MinP=0.10
  • rep.pen.=1.15

Adjust to match your needs.

How it was created

I took Sao10K/Euryale-1.3-L2-70B (Good base model) and added

  • Mikael110/llama-2-70b-guanaco-qlora (Creativity+assistant)
  • IlyaGusev/saiga2_70b_lora (Creativity+assistant)
  • s1ghhh/medllama-2-70b-qlora-1.1 (More data)
  • v2ray/Airoboros-2.1-Jannie-70B-QLoRA (Creativity+assistant)
  • Chat-Error/fiction.live-Kimiko-V2-70B (Creativity)
  • alac/Waxwing-Storytelling-70B-LoRA (New, creativity)
  • Doctor-Shotgun/limarpv3-llama2-70b-qlora (Creativity)
  • v2ray/LLaMA-2-Wizard-70B-QLoRA (Creativity+assistant)
  • v2ray/TonyGPT-70B-QLoRA (Special spice)

Then I SLERP-merged it with cognitivecomputations/dolphin-2.2-70b (Needed to bridge the gap between this wonderful mess and Smaxxxer, otherwise it's quality is low) with 0.3t and then SLERP-merged it again with ChuckMcSneed/SMaxxxer-v1-70b (Creativity) with 0.4t. For SLERP-merges I used https://github.com/arcee-ai/mergekit.

Benchmarks (Do they even mean anything anymore?)

NeoEvalPlusN_benchmark

My meme benchmark.

Test name Gembo Gembo 1.1
B 2.5 2.5
C 1.5 1.5
D 3 3
S 7.5 6.75
P 5.25 5.25
Total 19.75 19

Open LLM Leaderboard Evaluation Results

Leaderboard on Huggingface

Model Average ARC HellaSwag MMLU TruthfulQA Winogrande GSM8K
Gembo-v1-70b 70.51 71.25 86.98 70.85 63.25 80.51 50.19
Gembo-v1.1-70b 70.35 70.99 86.9 70.63 62.45 80.51 50.64

Detailed results can be found here

Metric Value
Avg. 70.35
AI2 Reasoning Challenge (25-Shot) 70.99
HellaSwag (10-Shot) 86.90
MMLU (5-Shot) 70.63
TruthfulQA (0-shot) 62.45
Winogrande (5-shot) 80.51
GSM8k (5-shot) 50.64
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