Qwen3-Jan-v1-256k-ctx-6B-Brainstorm20x
17
4
6.0B
1 language
license:apache-2.0
by
DavidAU
Language Model
OTHER
6B params
New
17 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
14GB+ RAM
Mobile
Laptop
Server
Quick Summary
This repo contains the full precision source code, in "safe tensors" format to generate GGUFs, GPTQ, EXL2, AWQ, HQQ and other formats.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
6GB+ RAM
Code Examples
text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)text
Task Base Model (q8) Brainstorm-q8 Gains from Brainstorming Why It Matters
ARC Challenge 0.431 0.445 +0.014 Significant improvement in abstract reasoning — critical for complex problem solving
ARC Easy 0.535 0.580 +0.045 Largest gain across all tasks — shows brainstorming boosts foundational reasoning
BoolQ 0.731 0.724 -0.007 Slight trade-off for knowledge-based question answering (likely due to constraints in brainstorming mechanism)
Hellaswag 0.578 0.602 +0.024 Improves text generation quality and logical consistency in creative tasks
OpenBookQA 0.384 0.398 +0.014 Enhances knowledge recall accuracy in educational contexts
PIQA 0.727 0.736 +0.009 Boosts logical reasoning in nuanced question answering
Winogrande 0.635 0.639 +0.004 Minor improvement in contextual inference (pronoun resolution)Deploy This Model
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