Unverified50% confidenceBenchmarkExact time
On a 4-core CPU, Qwen3-VL 2B-instruct never wrongly answered 'yes' for things that do not exist in the 128 annotated images, but each new frame takes about 18 seconds to read.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedOn the test machine, Qwen3-Next-80B reads a 1024-token prompt at 62 tok/s and writes at 24 tok/s without the draft enabled; Qwen3-Coder-Next, also 48.4GB, reads at 66 and writes at 22.73% similarUnverifiedMoondream 0.5b takes about 7.6 seconds per new frame on a 4-core CPU, faster than Qwen3-VL's 18 seconds and gemma3:4b's 17 seconds.72% similarUnverifiedCPU image encoding consumes zero VRAM and recognizes one image in about 5 seconds, which is an advantage for scenarios where 24 GB of VRAM is already fully occupied by the model.70% similarUnverifiedReplacing the text encoder from int8_convrot (1.67 s) with qwen3vl_32b_minimax_h3_nvfp4_awq (0.7 s) saves nearly one second per generation.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1071200API
curl https://kongchang.com/api/v1/knowledge/claims/1071200MCP
get_claim(id=1071200)