← back to catalog · registered 2026-08-22 13:56

legraphista/dolphin-2.9.2-Phi-3-Medium-abliterated-IMat-GGUF

legraphista Phi GGUF second-order 4K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 30
  • benchmarks 5 entries
  • hub_downloads_all_time 32,231
  • author_summary 4 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
32K
1K last 30d - cooling
Likes
1
Model age
2.4y ago
created 2024-06-03

Training datasets

Corpora the author lists in the model card. Datasets tracked in our /datasets catalog carry a category badge linking to the workflow stage. Others open on Hugging Face.

Downloads over time
Now32.7K→from653↑4,905%
012K24K35.9K653 on Jul 24, 202432.7K on Oct 11Jul '24Nov '24Mar '25Jul '25Nov '25MarJul
Jul 24, 2024 → Oct 11 · 156 snapshots · spans 809 days

Benchmarks

Benchmark Score Source
BBH average 0.569204825528603 OpenLLM-v2
IFEval instruct 0.4772182254196642 OpenLLM-v2
IFEval-Prompt 0.34750462107208874 OpenLLM-v2
MATH lvl 5 0.005287009063444109 OpenLLM-v2
MMLU-Pro 0.45246010638297873 OpenLLM-v2

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Metadata

License
mit
Languages
en
Quantizations
BF16 F16 IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
gguf quantized GGUF imatrix quantization imat static 16bit 8bit 6bit 5bit 4bit

Related

Total size
196 GB
Files
30
Quantizations
13
Registered
2026-08-22 13:56
Last updated on HF
2024-06-03 09:53

Files by quantization

BF16 1 file 26.0 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.BF16.gguf 26.0 GB 3d26d05a download
F16 1 file 26.0 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.FP16.gguf 26.0 GB e3a23c64 download
Q8_0 1 file 13.8 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf 13.8 GB 6ae0d2e5 download
Q6_K 1 file 10.7 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q6_K.gguf 10.7 GB 05b529b8 download
Q5_K 2 files 18.2 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q5_K.gguf 9.20 GB 4a734358 download
dolphin-2.9.2-Phi-3-Medium-abliterated.Q5_K_S.gguf 8.96 GB b88bd8a2 download
Q4_K 2 files 15.2 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q4_K.gguf 7.83 GB d90cf09c download
dolphin-2.9.2-Phi-3-Medium-abliterated.Q4_K_S.gguf 7.41 GB 6cef7525 download
IQ4 2 files 14.4 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ4_NL.gguf 7.39 GB bd3b4921 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ4_XS.gguf 6.99 GB b37f3634 download
Q3_K 3 files 18.8 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K_L.gguf 6.84 GB 0a9e7915 download
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K.gguf 6.29 GB 3a30bbd5 download
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K_S.gguf 5.65 GB 80b2a07a download
IQ3 4 files 22.0 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_M.gguf 5.87 GB eee47138 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_S.gguf 5.68 GB eb1abc3e download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_XS.gguf 5.38 GB e5e80117 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_XXS.gguf 5.05 GB a54a1174 download
Q2_K 2 files 9.35 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.Q2_K.gguf 4.85 GB e26bbfb5 download
dolphin-2.9.2-Phi-3-Medium-abliterated.Q2_K_S.gguf 4.50 GB 4eefd4e4 download
IQ2 4 files 16.0 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_M.gguf 4.45 GB 85cd8442 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_S.gguf 4.11 GB d357e204 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_XS.gguf 3.91 GB a7b7ded0 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_XXS.gguf 3.53 GB 85db22d2 download
IQ1 2 files 5.95 GB
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ1_M.gguf 3.10 GB 2a0d0743 download
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ1_S.gguf 2.84 GB 3a56f1c9 download
Auxiliary files 5 files 7.72 MB
imatrix.dat 7.43 MB b1cd9a69 download
imatrix.dataset 273 KB 41ae1656 download
README.md 12.0 KB dc33c9b5 download
imatrix.log 11.3 KB ed4b36a8 download
.gitattributes 3.63 KB 07914c1a download

README current version from Hugging Face


base_model: cognitivecomputations/dolphin-2.9.2-Phi-3-Medium-abliterated
datasets:

  • cognitivecomputations/Dolphin-2.9.2
  • teknium/OpenHermes-2.5
  • m-a-p/CodeFeedback-Filtered-Instruction
  • cognitivecomputations/dolphin-coder
  • cognitivecomputations/samantha-data
  • microsoft/orca-math-word-problems-200k
  • internlm/Agent-FLAN
  • cognitivecomputations/SystemChat-2.0
    inference: false
    language:
  • en
    library_name: gguf
    license: mit
    pipeline_tag: text-generation
    quantized_by: legraphista
    tags:
  • quantized
  • GGUF
  • imatrix
  • quantization
  • imat
  • imatrix
  • static
  • 16bit
  • 8bit
  • 6bit
  • 5bit
  • 4bit
  • 3bit
  • 2bit
  • 1bit

dolphin-2.9.2-Phi-3-Medium-abliterated-IMat-GGUF

Llama.cpp imatrix quantization of cognitivecomputations/dolphin-2.9.2-Phi-3-Medium-abliterated

Original Model: cognitivecomputations/dolphin-2.9.2-Phi-3-Medium-abliterated
Original dtype: BF16 (bfloat16)
Quantized by: llama.cpp b3072
IMatrix dataset: here


Files

IMatrix

Status: ✅ Available
Link: here

Common Quants

Filename Quant type File Size Status Uses IMatrix Is Split
dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf Q8_0 14.83GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q6_K.gguf Q6_K 11.45GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q4_K.gguf Q4_K 8.40GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K.gguf Q3_K 6.75GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q2_K.gguf Q2_K 5.20GB ✅ Available 🟢 IMatrix 📦 No

All Quants

Filename Quant type File Size Status Uses IMatrix Is Split
dolphin-2.9.2-Phi-3-Medium-abliterated.BF16.gguf BF16 27.92GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.FP16.gguf F16 27.92GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf Q8_0 14.83GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q6_K.gguf Q6_K 11.45GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q5_K.gguf Q5_K 9.88GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q5_K_S.gguf Q5_K_S 9.62GB ✅ Available ⚪ Static 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q4_K.gguf Q4_K 8.40GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q4_K_S.gguf Q4_K_S 7.96GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ4_NL.gguf IQ4_NL 7.93GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ4_XS.gguf IQ4_XS 7.51GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K.gguf Q3_K 6.75GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K_L.gguf Q3_K_L 7.35GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q3_K_S.gguf Q3_K_S 6.06GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_M.gguf IQ3_M 6.30GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_S.gguf IQ3_S 6.10GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_XS.gguf IQ3_XS 5.78GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ3_XXS.gguf IQ3_XXS 5.42GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q2_K.gguf Q2_K 5.20GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.Q2_K_S.gguf Q2_K_S 4.83GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_M.gguf IQ2_M 4.78GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_S.gguf IQ2_S 4.41GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_XS.gguf IQ2_XS 4.20GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ2_XXS.gguf IQ2_XXS 3.80GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ1_M.gguf IQ1_M 3.33GB ✅ Available 🟢 IMatrix 📦 No
dolphin-2.9.2-Phi-3-Medium-abliterated.IQ1_S.gguf IQ1_S 3.05GB ✅ Available 🟢 IMatrix 📦 No

Downloading using huggingface-cli

If you do not have hugginface-cli installed:

pip install -U "huggingface_hub[cli]"

Download the specific file you want:

huggingface-cli download legraphista/dolphin-2.9.2-Phi-3-Medium-abliterated-IMat-GGUF --include "dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf" --local-dir ./

If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:

huggingface-cli download legraphista/dolphin-2.9.2-Phi-3-Medium-abliterated-IMat-GGUF --include "dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's

Inference

Simple chat template

<|im_start|>user
{user_prompt}<|im_end|>
<|im_start|>assistant
{assistant_response}<|im_end|>
<|im_start|>user
{next_user_prompt}<|im_end|>

Chat template with system prompt

<|im_start|>system
{system_prompt}<|im_end|>
<|im_start|>user
{user_prompt}<|im_end|>
<|im_start|>assistant
{assistant_response}<|im_end|>
<|im_start|>user
{next_user_prompt}<|im_end|>

Llama.cpp

llama.cpp/main -m dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"

FAQ

Why is the IMatrix not applied everywhere?

According to this investigation, it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results).

How do I merge a split GGUF?

  1. Make sure you have gguf-split available
  2. Locate your GGUF chunks folder (ex: dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0)
  3. Run gguf-split --merge dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0/dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0-00001-of-XXXXX.gguf dolphin-2.9.2-Phi-3-Medium-abliterated.Q8_0.gguf
    • Make sure to point gguf-split to the first chunk of the split.

Got a suggestion? Ping me @legraphista!

README history 20 versions

The author's README evolved over time. Click a version to see its content at that point.

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