Cogito V1 Preview Qwen 32B vs Huihui Qwen3 4B Abliterated v2
Side-by-side comparison of VRAM requirements, quantization, context length, and hardware compatibility.
Specifications
| Cogito V1 Preview Qwen 32B | Huihui Qwen3 4B Abliterated v2 | |
|---|---|---|
| Parameters | 32B | 4.0B |
| Context | 131K | 41K |
| Architecture | Qwen2ForCausalLM | Qwen3ForCausalLM |
| License | Apache 2.0 | Apache 2.0 |
| Downloads | 43.2K | 2.0K |
| Released | Apr 2025 | Jun 2025 |
VRAM by Quantization: Cogito V1 Preview Qwen 32B vs Huihui Qwen3 4B Abliterated v2
| Quantization | Bits | Cogito V1 Preview Qwen 32B VRAM | Huihui Qwen3 4B Abliterated v2 VRAM |
|---|---|---|---|
| Q2_K | 3.40 | 14.4 GB | 2.2 GB |
| Q3_K_M | 3.90 | 16.4 GB | 2.5 GB |
| Q3_K_S | 3.50 | 14.8 GB | 2.3 GB |
| Q4_0 | 4.00 | 16.8 GB | 2.5 GB |
| Q4_K_M | 4.80 | 20.0 GB | 2.9 GB |
| Q5_K_M | 5.70 | 23.6 GB | 3.4 GB |
| Q6_K | 6.60 | 27.2 GB | 3.8 GB |
| Q8_0 | 8.00 | 32.8 GB | 4.5 GB |
Verdict
Huihui Qwen3 4B Abliterated v2 needs less VRAM at Q4_K_M (2.9 GB vs 20.0 GB), so it fits on smaller GPUs. Cogito V1 Preview Qwen 32B supports a longer context window (131K tokens). Cogito V1 Preview Qwen 32B is the more widely downloaded of the two.
Frequently Asked Questions
- Which needs less VRAM, Cogito V1 Preview Qwen 32B or Huihui Qwen3 4B Abliterated v2?
At Q4_K_M, Cogito V1 Preview Qwen 32B needs 20.0 GB and Huihui Qwen3 4B Abliterated v2 needs 2.9 GB, so Huihui Qwen3 4B Abliterated v2 is the lighter option to run locally.
- Which has a longer context window, Cogito V1 Preview Qwen 32B or Huihui Qwen3 4B Abliterated v2?
Cogito V1 Preview Qwen 32B supports 131,072 tokens and Huihui Qwen3 4B Abliterated v2 supports 40,960 tokens.
- What is the difference between Cogito V1 Preview Qwen 32B and Huihui Qwen3 4B Abliterated v2?
Cogito V1 Preview Qwen 32B is a 32B model from deepcogito (Qwen family), while Huihui Qwen3 4B Abliterated v2 is a 4.0B model from huihui-ai (Qwen family). Compare their VRAM requirements above to see which fits your GPU or Mac.