Image created with gemini-3.1-flash-image-preview with claude-opus-4.7. Image prompt: Using the provided reference image, keep the pure white landscape field, vertical type stack, galaxy-punchout Milky Way letterforms, and exact font hierarchy, but replace ‘HEROES’ with ‘PERPLEXITY’ in the bold condensed grotesque, replace ‘ALESSO’ with ‘CITED ORACLE’ in the light geometric all-caps, and replace ‘TOVE LO’ with ‘GROUNDED RETRIEVAL’ in the condensed grotesque, while keeping ‘(we could be)’ and ‘FEATURING.’ unchanged with identical tracking, weights, and galaxy texture.
Advancing Search-Augmented Language Models
https://research.perplexity.ai/articles/advancing-search-augmented-language-models
We’ve published new research on how we post-train models for accurate search-augmented answers. Our SFT + RL pipeline improves search, citation quality, instruction following, and efficiency. With Qwen models, we match or beat GPT models on factuality at a lower cost.
https://x.com/perplexity_ai/status/2047016400292839808




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