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README.md

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 # Netis N1 Preview
 
-Netis N1 is a 32B-parameter model specialized for **intelligent IT operations (AIOps)**, fine-tuned from Qwen2.5-32B-Instruct using Continual Pre-training, SFT, and RL.
+Netis N1 is a 32B-parameter model specialized for **intelligent IT operations (AIOps)**, fine-tuned using Continual Pre-training, SFT, and RL.
 
 ## Highlights
 
@@ -23,15 +23,15 @@ Netis N1 is a 32B-parameter model specialized for **intelligent IT operations (A
 
 ## Evaluation Results
 
-| Benchmark              | Base (Qwen2.5-32B) |          Netis N1 |
-| ---------------------- | -----------------: | ----------------: |
-| OpenRCA Bank (scoring) |                  — |         **26.0%** |
-| MMLU-Pro (300)         |              63.7% |         **67.0%** |
-| GPQA Diamond (198)     |              44.4% |         **54.0%** |
-| IFEval (100)           |      86.0% / 90.5% | **87.0% / 91.2%** |
-| GSM8K (1319)           |              91.5% |             91.4% |
-| AIME (90)              |              16.7% |             11.1% |
-| HLE (100)              |               2.0% |              1.0% |
+| Benchmark              |          Netis N1 |
+| ---------------------- | ----------------: |
+| OpenRCA Bank (scoring) |         **26.0%** |
+| MMLU-Pro (300)         |         **67.0%** |
+| GPQA Diamond (198)     |         **54.0%** |
+| IFEval (100)           | **87.0% / 91.2%** |
+| GSM8K (1319)           |             91.4% |
+| AIME (90)              |             11.1% |
+| HLE (100)              |              1.0% |
 
 ## How to Evaluate