Update README.md

README.md

@@ -24,16 +24,11 @@ Trained on __20T+ tokens of high-quality data__, together with __supervised fine
 ### Powerful Complex Reasoning Abilities
 
 We conducted a comprehensive evaluation of Ling-flash-2.0’s reasoning capabilities, reporting strong results on representative benchmarks:
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-● __Multi-disciplinary knowledge reasoning__: GPQA-Diamond, MMLU-Pro
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-● __Advanced mathematical reasoning__: AIME 2025, Omni-MATH, OptMATH (advanced mathematical optimization tasks)
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-● __Challenging code generation__: LiveCodeBench v6, CodeForces-Elo
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-● __Logical reasoning__: KOR-Bench, ARC-Prize
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-● __Key regulated industries (Finance, Healthcare)__: FinanceReasoning, HealthBench
+* __Multi-disciplinary knowledge reasoning__: GPQA-Diamond, MMLU-Pro
+* __Advanced mathematical reasoning__: AIME 2025, Omni-MATH, OptMATH (advanced mathematical optimization tasks)
+* __Challenging code generation__: LiveCodeBench v6, CodeForces-Elo
+* __Logical reasoning__: KOR-Bench, ARC-Prize
+* __Key regulated industries (Finance, Healthcare)__: FinanceReasoning, HealthBench
 
 Compared with __dense models under 40B__ (e.g., Qwen3-32B-Non-Thinking, Seed-OSS-36B-Instruct (think budget=0)) and __larger-activation/total-parameter MoE models__ (e.g., Hunyuan-A13B-Instruct, GPT-OSS-120B/low), __Ling-flash-2.0__ demonstrates stronger complex reasoning power. Moreover, it shows high competitiveness on __creative tasks__ (Creative Writing v3).
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@@ -244,7 +239,7 @@ More usage can be found [here](https://docs.sglang.ai/basic_usage/send_request.h
 
 ### Finetuning
 
-We recommend you to use [Llama-Factory](https://github.com/hiyouga/LLaMA-Factory) to [finetune Ling](https://github.com/inclusionAI/Ling-V2/blob/main/docs/llamafactory_finetuning.md). In addition to that, you can also use [Megatron for finetuning](https://github.com/inclusionAI/Ling-V2/blob/main/docs/megatron_sft_training.md).
+We recommend you to use [Llama-Factory](https://github.com/hiyouga/LLaMA-Factory) to [finetune Ling](https://github.com/inclusionAI/Ling-V2/blob/main/docs/llamafactory_finetuning.md).
 
 ## License