Tasks and inputs
second-state/MiniCPM-Llama3-V-2_5-GGUF is listed for Visual question answering. It accepts image, text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
SyncDev model directory · Profile updated Oct 7, 2026
second-state/MiniCPM-Llama3-V-2_5-GGUF is a source-linked Hugging Face repository assigned to Visual question answering. Its recorded task interface accepts image, text and produces text.
The specification score summarizes recorded features and limits. It is not a benchmark result.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
second-state/MiniCPM-Llama3-V-2_5-GGUF is a Hugging Face repository returned by the public Visual question answering task feed. Its recorded download count is 760 and it has 1 likes when the repository snapshot was collected. Popularity is useful for discovery, but it is not a performance ranking or a guarantee of suitability.
This record is categorized for Visual question answering. A task category describes the intended machine-learning problem; it does not prove that every version, checkpoint, quantization, or deployment method produces the same quality. Teams should read the model card and test representative inputs before choosing it.
The public repository lists no library field as its library metadata. Its recorded tags include gguf, minicpmv, visual-question-answering, custom_code, en, zh, base_model:openbmb/MiniCPM-Llama3-V-2_5, base_model:quantized:openbmb/MiniCPM-Llama3-V-2_5. These source details are retained so readers can trace this directory entry back to the repository instead of relying on copied descriptions.
Evaluate answers against reference passages, including unanswerable questions. Measure answer correctness and whether the model points to evidence rather than filling gaps with plausible text.
The Hugging Face task assignment records image, text as input and text as output for second-state/MiniCPM-Llama3-V-2_5-GGUF. This interface summary comes from the repository’s recorded Visual question answering task classification. It helps readers distinguish a text, image, audio, video, document, embedding, or prediction workflow without inferring undocumented API behavior. Model wrappers can expose different preprocessing and response formats, so verify the upstream model card and the exact runtime before deployment.
Explore second-state models and the visual question answering collection. Use the comparison tool to inspect a second candidate.
Compare the model on the work you need to complete.
second-state/MiniCPM-Llama3-V-2_5-GGUF is listed for Visual question answering. It accepts image, text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.
Use the model identifier and account requirements for the selected API route. Confirm its request limits and output format with one complete task before connecting a larger workflow.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
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