Part 5/10:
Community researchers also identified specialized tokens within the model’s weights—search begin, search end, think, and end think—enabling the model to perform real-time web searches and conduct internal, private reasoning processes before generating responses. These features, long-awaited by developers, facilitate advanced reasoning and updatable knowledge retrieval, making V3.1 a versatile tool capable of complex tasks in and outside traditional contexts.
Benchmark Triumphs and Limitations
V3.1 demonstrated impressive results across multiple benchmarks:
- SVGBench: Near GPT-4.1 Mini, indicating strong reasoning in visual and structural tasks.