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@@ -38,17 +38,18 @@ pipeline_tag: text-generation
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  ![bench](temp_bench.png)
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- Training was performed with [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) using environments built with the [verifiers](https://github.com/PrimeIntellect-ai/verifiers) library. All training and evaluation environments are available on the [Environments Hub](https://app.primeintellect.ai/dashboard/environments).
 
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  The model, training frameworks, and environments are open-sourced under fully-permissive licenses (MIT and Apache 2.0).
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- For more details, see the [technical report](PAPER_LINK_PLACEHOLDER).
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  ## Evaluation
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  INTELLECT-3 achieves best-in-class performance on math, coding, and reasoning benchmarks:
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- | Benchmark | MATH-500 | AIME24 | AIME25 | LCB²² | GPQA | HLE | MMLU-Pro |
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  |-----------|----------|---------|---------|--------|------|-----|----------|
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  | INTELLECT-3 | **98.1** | **90.8** | **88.0** | 69.3 | 74.4 | 14.6 | 81.9 |
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  | GLM-4.5-Air | 97.8 | 84.6 | 82.0 | 61.5 | 73.3 | 13.3 | 73.9 |
 
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  ![bench](temp_bench.png)
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+ Training was performed with [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) using environments built with the [verifiers](https://github.com/PrimeIntellect-ai/verifiers) library.
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+ All training and evaluation environments are available on the [Environments Hub](https://app.primeintellect.ai/dashboard/environments).
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  The model, training frameworks, and environments are open-sourced under fully-permissive licenses (MIT and Apache 2.0).
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+ For more details, see the [technical report](https://huggingface.co/PrimeIntellect/INTELLECT-3).
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  ## Evaluation
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  INTELLECT-3 achieves best-in-class performance on math, coding, and reasoning benchmarks:
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+ | Benchmark | MATH-500 | AIME24 | AIME25 | LCB | GPQA | HLE | MMLU-Pro |
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  |-----------|----------|---------|---------|--------|------|-----|----------|
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  | INTELLECT-3 | **98.1** | **90.8** | **88.0** | 69.3 | 74.4 | 14.6 | 81.9 |
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  | GLM-4.5-Air | 97.8 | 84.6 | 82.0 | 61.5 | 73.3 | 13.3 | 73.9 |