Update README.md

README.md

@@ -113,70 +113,8 @@ model-index:
       url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ABX-AI/Quantum-Citrus-9B
       name: Open LLM Leaderboard
 ---
-# GGUF / IQ / Imatrix for [Quantum-Citrus-9B](https://huggingface.co/ABX-AI/Quantum-Citrus-9B)
+## Note:
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/65d936ad52eca001fdcd3245/J0snW3yfLadLuMYERL6X5.png)
-
-**Why Importance Matrix?**
-
-**Importance Matrix**, at least based on my testing, has shown to improve the output and performance of "IQ"-type quantizations, where the compression becomes quite heavy.
-The **Imatrix** performs a calibration, using a provided dataset. Testing has shown that semi-randomized data can help perserve more important segments as the compression is applied.
-
-Related discussions in Github:
-[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006) [[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384)
-
-The imatrix.txt file that I used contains general, semi-random data, with some custom kink.
-
-
-# Quantum-Citrus-9B 
-
-This merge is another attempt at making and intelligent, refined and unaligned model.
-
-Based on my tests so far, it has accomplished the goals, and I am continuing to experiment with my interactions with it.
-
-It includes previous merges of Starling, Cerebrum, LemonadeRP, InfinityRP, and deep down has a base of layla v0.1, as I am not that happy with the result form using v0.2.
-
-The model is intended for fictional storytelling and roleplaying and may not be intended for all audences.
-
-## Merge Details
-
-This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
-
-### Merge Method
-
-This model was merged using the passthrough merge method.
-
-### Models Merged
-
-The following models were included in the merge:
-* [ABX-AI/Starfinite-Laymospice-v2-7B](https://huggingface.co/ABX-AI/Starfinite-Laymospice-v2-7B)
-* [ABX-AI/Cerebral-Infinity-7B](https://huggingface.co/ABX-AI/Cerebral-Infinity-7B)
-
-### Configuration
-
-The following YAML configuration was used to produce this model:
-
-```yaml
-slices:
-  - sources:
-      - model: ABX-AI/Cerebral-Infinity-7B
-        layer_range: [0, 20]
-  - sources:
-      - model: ABX-AI/Starfinite-Laymospice-v2-7B
-        layer_range: [12, 32]
-merge_method: passthrough
-dtype: float16
-```
-
-# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
-Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_ABX-AI__Quantum-Citrus-9B)
-
-|             Metric              |Value|
-|---------------------------------|----:|
-|Avg.                             |66.74|
-|AI2 Reasoning Challenge (25-Shot)|65.19|
-|HellaSwag (10-Shot)              |84.75|
-|MMLU (5-Shot)                    |64.58|
-|TruthfulQA (0-shot)              |55.96|
-|Winogrande (5-shot)              |79.40|
-|GSM8k (5-shot)                   |50.57|
+This repo hosts only a Q5_K_S iMatrix of [Quantum Citrus 9B](https://huggingface.co/ABX-AI/Quantum-Citrus-9B).
+GGUF quant is from [ABX-AI/Quantum-Citrus-9B-GGUF-IQ-Imatrix](https://huggingface.co/ABX-AI/Quantum-Citrus-9B-GGUF-IQ-Imatrix).
+The additional files in this GGUF repo is for personal usage using Text Gen Webui with llamacpp_hf.