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MiniCPM5 1B Claude Opus Fable5 V2 Thinking GGUF

MiniCPM5 1B Claude Opus Fable5 V2 Thinking GGUF by GnLOLot, a text-generation model. Understand and compare features, benchmarks, and capabilities.

Comparison

FeatureMiniCPM5 1B Claude Opus Fable5 V2 Thinking GGUFInterfaze
Input Modalities

text

image, text, audio, video, document

Native OCRNoYes
Long Document ProcessingNoYes
Language Support

unknown

162+

Native Speech-to-TextNoYes
Native Object DetectionNoYes
Guardrail ControlsNoYes
Context Input Size

131.1K

1M

Tool CallingYes

Tool calling supported + built in browser, code execution and web search

Scaling

FeatureMiniCPM5 1B Claude Opus Fable5 V2 Thinking GGUFInterfaze
Scaling

Self-hosted/Provider-hosted with quantization

Unlimited

View model card on Hugging Face

GGUF quantizations of MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking for llama.cpp, Ollama, LM Studio, jan, KoboldCpp, and other GGUF runtimes.

中文说明

This repository provides local-deployment builds of a 1B Thinking model fine-tuned on Fable 5 data (V2) atop openbmb/MiniCPM5-1B. Compared with V1, V2 strengthens tool calling / function calling, while keeping MiniCPM5's native chat template embedded in the GGUF files.

Transformers checkpoint: MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking

Previous GGUF version: MiniCPM5-1B-Claude-Opus-Fable5-Thinking-GGUF (V1)


Files

FileQuantSizeNotes
MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking-Q8_0.ggufQ8_0~1.1 GBrecommended default
MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking-F16.ggufF16~2.1 GBfull-precision conversion base

Q8_0 is the recommended default quant for this 1B model.


Quick start

llama.cpp (llama-cli)

llama-cli \
  -m MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking-Q8_0.gguf \
  -p "Write a Python function to merge two sorted lists." \
  -n 512 \
  --temp 0.9 --top-p 0.95 \
  -c 8192

The model supports up to 128K tokens (131,072) per config.json. Set -c according to your available VRAM/RAM.

llama.cpp server

llama-server \
  -m MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking-Q8_0.gguf \
  -c 8192 --port 8080

LM Studio / jan / KoboldCpp

Load any .gguf file from this repository. The MiniCPM5 chat template is embedded in the GGUF metadata.


Sampling recommendations

Generation defaults are inherited from MiniCPM5-1B:

ModeParams
Think (default)temperature=0.9, top_p=0.95
No Thinktemperature=0.7, top_p=0.95, enable_thinking=False

Capabilities

  • Tool calling (enhanced in V2) — stronger function-calling / tool-use behavior
  • Fable 5 fine-tune (V2) — post-trained on Fable 5 data
  • Coding — code generation, debugging, and software-engineering workflows
  • Instruction following — more reliable adherence to user prompts and task constraints
  • Thinking mode — chain-of-thought reasoning; MiniCPM5 chat template baked into the GGUF
  • Long context — up to 128K tokens (131,072 tokens per upstream config.json)

Benchmark

Scores for the Transformers checkpoint MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking:

BFCL + API-Bank

ModelBFCL non_liveBFCL liveAPI-Bank
MiniCPM5-1B (Base)41.51%60.24%7.30%
MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking43.06%63.33%22.10%

Tau-Bench

DomainMiniCPM5-1B (Base)MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking
Airline0.34 (17/50)0.36 (18/50)
Retail0.052 (6/115)0.070 (8/115)

Limitations

  • Thinking outputs — the model may emit reasoning blocks before the final answer
  • 1B scale — lightweight local deployment; not frontier-scale
  • Runtime context — actual usable context depends on your GGUF runtime and hardware limits

Provenance & licensing

Apache-2.0, inherited from MiniCPM5-1B.

Acknowledgements

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