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Open-weight model · Text generation

YANchor-4B

by RocoreMatrix HuishanJi/YANchor-4B

YANchor-4B is an open-weight model for text generation from RocoreMatrix, released under other. It has 4.6B parameters and a 262,144-token context. At 16-bit it needs about 11 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

YANchor-4B is a general-purpose recurrent model that preserves crucial memory as ANchors for retrieval during subsequent reasoning.

Parameters4.6B
Context262,144
Weights9.8 GB
Licenseother
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve YANchor-4B (4.6B parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.

PrecisionWeightsMemory neededCheapest setupPer hourAlso fits
16-bit 9.2 GB 11.0 GB 1x MI300X (192 GB)
Vultr		 $1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 4.6 GB 5.5 GB 1x MI300X (192 GB)
Vultr		 $1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 2.3 GB 2.7 GB 1x MI300X (192 GB)
Vultr		 $1.85 1x H100 $1.99 · 1x MI325X $2.00

Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 18, 2026.

YANchor-4B on every accelerator the SAVRN Index prices, at every precision

Model Card

YANchor-4B is a general-purpose recurrent model that preserves crucial memory as ANchors for retrieval during subsequent reasoning. Its multidimensional memory mechanism enables effective long-horizon reasoning with O(N) generation time and O(1) history-state memory. For example, on challenging math problems, YANchor achieves 82.93% mean pass@1 on AIME 2024–2026 and 63.64% on HMMT, substantially outperforming linear-time, constant-state counterparts, including 7B–14B models. YANchor delivers several-fold higher batched long-generation throughput than Transformer and hybrid baselines on H100. Evaluations across dozens of benchmarks demonstrate its superiority in general-purpose capabilities.…

Excerpt from the card by RocoreMatrix, licensed other.

Configuration

Architecture
Qwen3_5FixedMemoryForCausalLM
Context length (tokens)
262,144
Layers
32
Hidden size
2,560
Feed-forward size
9,216
Attention heads
16
Key/value heads
4
Head dimension
256
Vocabulary size
248,320
Model type
qwen3_5_text

Identity and Version

Repository
HuishanJi/YANchor-4B
Publisher
RocoreMatrix
Task
Text generation
Modality
Text
Library
Not stated by the source
Parameters
4.6B parameters
Languages
en, zh
Revision
7ce5b4e655dd818f83f04f18d16d46046feff41e
First published
2026-10-07
Last updated
2026-10-08

Files and Weights

1,745 files, 18.6 GB in total. The weights are 4 files totalling 9.8 GB in safetensors.

Weights4 files · 9.8 GB
Configuration1091 files · 4.5 GB
Tokenizer4 files · 32.8 MB
Documentation7 files · 141.0 KB
Other636 files · 4.3 GB
Repository3 files · 739 B
Every file
FileTypeSizeSHA-256
model-00001-of-00003.safetensorsWeights4.0 GB 4e5571399b49
model-00002-of-00003.safetensorsWeights4.0 GB e341f6983f93
model-00003-of-00003.safetensorsWeights1.2 GB 6db343c75457
vision/model.safetensorsWeights667.1 MB e220772d9442
config.jsonConfiguration2.4 KB —
data/MANIFEST.jsonConfiguration3.2 KB 5c29600874c5
data/code_tests/00603386e33146708372369b0529edc249360cc628a616bf5585c33937166e03.jsonConfiguration3.6 MB 5a16c6ab450d
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License and Download

License
other
Access
Open weights, no gate
Download size
9.8 GB
Download from RocoreMatrix

Released by RocoreMatrix through its official repository on Hugging Face.

Built From

  • Described by arXiv:1603.07396
  • Described by arXiv:1803.05457
  • Described by arXiv:1903.00161
  • Described by arXiv:1905.07830
  • Described by arXiv:1907.10641
  • Described by arXiv:2009.03300
  • Described by arXiv:2107.03374
  • Described by arXiv:2108.07732
  • Described by arXiv:2110.14168
  • Described by arXiv:2203.10244
  • Described by arXiv:2210.09261
  • Described by arXiv:2305.08322
  • Described by arXiv:2305.10355
  • Described by arXiv:2305.20050
  • Described by arXiv:2306.09212
  • Described by arXiv:2306.13394
  • Described by arXiv:2307.06281
  • Described by arXiv:2310.16049
  • Described by arXiv:2311.07911
  • Described by arXiv:2311.12022
  • Described by arXiv:2404.07839
  • Described by arXiv:2406.01574
  • Described by arXiv:2406.04127
  • Described by arXiv:2412.06464
  • Described by arXiv:2502.14739
  • Described by arXiv:2502.19187
  • Described by arXiv:2503.13427
  • Described by arXiv:2505.03005
  • Described by arXiv:2507.02833
  • Described by arXiv:2510.07318
  • Described by arXiv:2610.10118

Memory Requirements

PrecisionWeights in memory
As published9.8 GB
16-bit9.2 GB
8-bit4.6 GB
4-bit2.3 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About YANchor-4B

How much GPU memory does YANchor-4B need?

About 11 GB at 16-bit and 2.7 GB at 4-bit: the weights (4.6B parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run YANchor-4B on?

At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.

What license is YANchor-4B released under?

other, as its publisher declares it. Read the license text before commercial use.

What is YANchor-4B's context length?

262,144 tokens, from the maximum position embeddings in its published configuration.

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