Add support for AQLM

#1
by BlackSamorez - opened

AQLM is a SOTA 2-bit LLM quantization algorithm, that shows incredible precision for its compression ratio. It's fully integrated with transformers and there are quite a few models prequantized.
Adding it to the leaderboard would shed light at what 2-bit quantization is really capable of.

hi, @BlackSamorez , we will support AQLM as soon as possible! Thanks~

@BlackSamorez please kindly consider to compare your method with AutoRound which have already shown remarkable results at W2G128 and W2G32, as presented in https://github.com/intel/auto-round/blob/main/docs/acc.md, without introducing any extra overhead at inference,

hi @BlackSamorez we add AQLM, we evaluate 2 models now and we will add more models results.

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BlackSamorez changed discussion status to closed
Intel org

@wenjiao

[DEBUG TEST] submit_quant: submission received for model TeichAI/Qwen3.6-27B-Fable-5-Experimental. If you got this, the notification path works.

Time: 2026-06-22 03:09:01 UTC

Intel org

@wenjiao

[DEBUG TEST] submit_quant: submission received for model google/gemma-4-31B-it. If you got this, the notification path works.

Time: 2026-06-22 03:37:48 UTC

Intel org

@wenjiao

โŒ Your quantization task ended with errors.

Model: google/gemma-4-31B-it
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 03:43:19 UTC

Intel org

@wenjiao

โœ… Your quantization task finished successfully.

Model: TeichAI/Qwen3.6-27B-Fable-5-Experimental
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 05:40:21 UTC

Intel org

@lvkaokao

โŒ Your quantization task ended with errors.

Model: Quazim0t0/Escarda-86M-Base
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 07:54:35 UTC

Intel org

@wenjiao

โŒ Your quantization task ended with errors.

Model: Quazim0t0/Byrne-86M
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 08:00:35 UTC

Intel org

@lvkaokao

โŒ Your quantization task ended with errors.

Model: Quazim0t0/Escarda-86M-Base
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 15:00:35 UTC

Intel org

@lvkaokao

โŒ Your quantization task ended with errors.

Model: Quazim0t0/Escarda-86M-Base
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 15:01:35 UTC

Intel org

@groxaxo

โŒ Your quantization task ended with errors.

Model: AlexWortega/SIQ-1-35B
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-22 23:09:35 UTC

Intel org

@ep150de

โŒ Your quantization task ended with errors.

Model: google/gemma-4-12B
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-24 11:57:24 UTC

Intel org

@FlameF0X

โŒ Your quantization task ended with errors.

Model: FlameF0X/LFM2.5-1.2B-Distilled-Claude
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-24 12:51:24 UTC

Intel org

@ep150de

โœ… Your quantization task finished successfully.

Model: Qwen/Qwen3.6-35B-A3B
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-24 14:20:26 UTC

Intel org

@Don-oz

โœ… Your quantization task finished successfully.

Model: llmfan46/Nex-N2-mini-ultra-uncensored-heretic
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-24 17:36:26 UTC

Intel org

@groxaxo

โœ… Your quantization task finished successfully.

Model: groxaxo/Qwento-Agentic
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-25 00:26:26 UTC

Intel org

@groxaxo

โœ… Your quantization task finished successfully.

Model: Jackrong/Qwopus3.6-27B-v2
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-25 03:09:26 UTC

Intel org

@groxaxo

โœ… Your quantization task finished successfully.

Model: hesamation/Qwen3.6-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-26 06:59:53 UTC

Intel org

@wenjiao

โŒ Your quantization task ended with errors.

Model: FlameF0X/LFM2.5-1.2B-Distilled-Claude
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-26 11:15:51 UTC

Intel org

@KennyVo

โœ… Your quantization task finished successfully.

Model: deepreinforce-ai/Ornith-1.0-35B
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-26 13:56:53 UTC

Intel org

@groxaxo

โœ… Your quantization task finished successfully.

Model: groxaxo/Qwevolution-V0-27B
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-27 08:01:24 UTC

Intel org

@Qapdex

โŒ Your quantization task ended with errors.

Model: mistralai/Ministral-3-3B-Base-2512
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-29 03:10:27 UTC

Intel org

@Qapdex

โœ… Your quantization task finished successfully.

Model: Qwen/Qwen2-57B-A14B
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-29 18:24:29 UTC

Intel org

@ep150de

โœ… Your quantization task finished successfully.

Model: empero-ai/Qwythos-9B-Claude-Mythos-5-1M
Final status: Finished

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-30 00:28:29 UTC

Intel org

@ep150de

โŒ Your quantization task ended with errors.

Model: google/gemma-4-12B-IT
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-30 00:57:28 UTC

Intel org

@ep150de

โŒ Your quantization task ended with errors.

Model: google/gemma-4-12b
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-30 00:58:27 UTC

Intel org

@Qapdex

โŒ Your quantization task ended with errors.

Model: google/diffusiongemma-26B-A4B-it
Final status: Failed

View the leaderboard: https://huggingface.co/spaces/Intel/low-bit-leaderboard

Time: 2026-06-30 01:17:27 UTC

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