Telecom Intelligence Model v7 (Merged)

This is a fine-tuned version of Qwen2.5-7B-Instruct optimized for the telecommunications domain using Unsloth and TRL SFTTrainer.

Model Details

  • Base Model: Qwen2.5-7B-Instruct
  • Training Dataset: telco_finetune_FULL_1005ex.jsonl (1,005 high-quality examples)
  • Task Capabilities:
    • Ericsson / Huawei / Nokia LTE PM counter RCA and Formulas.
    • Ericsson AMOS CLI & Huawei MML command syntax mapping.
    • 5G Core (AMF/SMF/UPF) service analytics and interface debug (N8, N11, N12, PFCP).
    • SON Energy Saving automated decision logic.
    • Passive monitoring probe and network xDR anomaly detection.

Performance (Token-Overlap F1)

  • Mean F1: 0.394
  • Median F1: 0.381
  • Max F1: 0.867
  • Inference Errors: 0%
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