From 4c7d808ca3d6fd93a5c7a6bbbf38eff6057163b0 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 25 Apr 2026 03:11:42 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: DQN-Labs-Community/dqnScience-v1-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++ DQN-Science-v1.F16.gguf | 3 + DQN-Science-v1.IQ4_XS.gguf | 3 + DQN-Science-v1.Q3_K_L.gguf | 3 + DQN-Science-v1.Q3_K_M.gguf | 3 + DQN-Science-v1.Q3_K_S.gguf | 3 + DQN-Science-v1.Q4_K_M.gguf | 3 + DQN-Science-v1.Q4_K_S.gguf | 3 + DQN-Science-v1.Q5_K_S.gguf | 3 + DQN-Science-v1.Q6_k.gguf | 3 + DQN-Science-v1.Q8_0.gguf | 3 + README.md | 130 +++++++++++++++++++++++++++++++++++++ dqnScience.png | 3 + 13 files changed, 210 insertions(+) create mode 100644 .gitattributes create mode 100644 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Banner](dqnScience.png) + +--- + +## Model Description + +- **Model type:** Causal Language Model +- **Parameters:** 4B +- **Primary use:** Scientific reasoning and advanced problem solving +- **Style:** Deep, structured, step-by-step reasoning + +dqnScience-v1 prioritizes **reasoning quality over speed**, making it ideal for problems that require careful thought, abstraction, and layered logic. + +--- + +## Intended Uses + +### Direct Use + +- Solving physics, chemistry, and biology problems +- Logical and analytical reasoning tasks +- Multi-step problem solving +- Conceptual understanding of scientific topics +- Competitive exam-style questions (college level to moderate) + +--- + +## Key Characteristics + +- Strong multi-step reasoning ability +- Produces structured and detailed explanations +- Excels at breaking down complex problems +- Performs above typical 4B models in reasoning capability +- Designed for consistency and logical correctness +- Handles abstract and conceptual questions effectively + +--- + +## Usage + +dqnScience-v1 is available in multiple formats: + +- **GGUF** → llama.cpp, LM Studio +- **MLX** → optimized for Apple Silicon (coming soon) +- **HF Transformers** → universal compatibility + +--- + +## Training Details + +dqnScience-v1 is fine-tuned with a strong focus on reasoning-heavy datasets, emphasizing: + +- Deep chain-of-thought reasoning +- Scientific and logical problem solving +- Conceptual clarity over memorization +- Robust multi-step inference + +--- + +## Limitations + +- Slower than lightweight models due to deeper reasoning +- May over-explain simple questions +- Not optimized for casual or short-form responses +- Performance may vary on highly specialized or research-level topics + +--- + +## Efficiency + +Despite its strong reasoning capabilities, dqnScience-v1 is optimized to run moderately efficiently on consumer hardware, with support for quantized formats. + +--- + +## License + +Apache 2.0 + +--- + +## Author + +Developed by DQN Labs. + +Special thanks to Ram2 for quantization. + +This model card was generated with the help of dqnGPT v1. \ No newline at end of file diff --git a/dqnScience.png b/dqnScience.png new file mode 100644 index 0000000..99dc86b --- /dev/null +++ b/dqnScience.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2ff3e164addc2ebfc64b4b3d264febf9a40f9d845acda7bfd48b68adeac55a8 +size 651329