ChuckMcSneed/WinterGoddess-1.4x-70b-32k

This is a 32k version of Sao10K/WinterGoddess-1.4x-70B-L2, extended using method discussed here.

Quants

Thanks for GGUF, @Nexesenex!

• GGUF

Benchmarks

NeoEvalPlusN_benchmark

My meme benchmark.

Test name	WinterGoddess	WinterGoddess-32k
B	2	2.5
C	1.5	2
D	3	0
S	2.75	1.5
P	5.5	2.25
Total	14.75	8.25

Open LLM Leaderboard Evaluation Results

Leaderboard on Huggingface

Model	Average	ARC	HellaSwag	MMLU	TruthfulQA	Winogrande	GSM8K
Sao10K/WinterGoddess-1.4x-70B-L2	73.23	72.78	90.11	71.12	65.76	85	54.59
ChuckMcSneed/WinterGoddess-1.4x-70b-32k	69.4	71.16	89.12	66.42	63.87	82.56	43.29
Difference	3.83	1.62	0.99	4.7	1.89	2.44	11.3

Here the losses seem far less brutal than on my bench. It seems that extending with LongLORA kills MMLU and GSM8K performance.

Detailed results can be found here

Metric	Value
Avg.	69.40
AI2 Reasoning Challenge (25-Shot)	71.16
HellaSwag (10-Shot)	89.12
MMLU (5-Shot)	66.42
TruthfulQA (0-shot)	63.87
Winogrande (5-shot)	82.56
GSM8k (5-shot)	43.29