SAGE-MM-Qwen3-VL-8B-SFT_RL-GGUF

The SAGE-MM-Qwen3-VL-8B-SFT_RL from allenai is an 8B-parameter reinforcement learning (RL) post-trained vision-language model, refined via RL from the SAGE-MM-Qwen3-VL-8B-SFT (fine-tuned from Qwen/Qwen3-VL-8B-Instruct), serving as the core decision-maker in the SAGE (Smart Any-Horizon Agent) system for long video reasoning with superior performance gains over SFT through two-stage operation: Stage-1 analyzes initial sampled frames/metadata to classify queries as single-turn (immediate answers) or multi-turn (tool-required), while Stage-2 iteratively generates JSON-formatted tool calls for web-search (external knowledge), transcribe-speech (timestamped ASR), ground-event (temporal localization), extract-video-parts (high-res frames/subclips), and analyze (visual breakdown) to progressively update context until resolution. Engineered for arbitrary-length video Q&A across sports, narratives, events, or timelines beyond fixed horizons, it requires the SAGE GitHub runtime for tool parsing/execution/observation feedback, achieving state-of-the-art on benchmarks like MINERVA under Apache 2.0 for research/educational use per Ai2 guidelines, with GGUF quantizations (Q4_K_S/M recommended) for efficient deployment.

SAGE-MM-Qwen3-VL-8B-SFT_RL [GGUF]

File Name Quant Type File Size File Link
SAGE-MM-Qwen3-VL-8B-SFT_RL.IQ4_XS.gguf IQ4_XS 4.59 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q2_K.gguf Q2_K 3.28 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q3_K_L.gguf Q3_K_L 4.43 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q3_K_M.gguf Q3_K_M 4.12 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q3_K_S.gguf Q3_K_S 3.77 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q4_K_M.gguf Q4_K_M 5.03 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q4_K_S.gguf Q4_K_S 4.8 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q5_K_M.gguf Q5_K_M 5.85 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q5_K_S.gguf Q5_K_S 5.72 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q6_K.gguf Q6_K 6.73 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.Q8_0.gguf Q8_0 8.71 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.f16.gguf F16 16.4 GB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.mmproj-Q8_0.gguf mmproj-Q8_0 752 MB Download
SAGE-MM-Qwen3-VL-8B-SFT_RL.mmproj-f16.gguf mmproj-f16 1.16 GB Download

Quants Usage

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

image.png

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GGUF
Model size
8B params
Architecture
qwen3vl
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