Search results for "CALLS"
2026-04-24
04:54

Perplexity Discloses Web Search Agent Post-Training Method; Qwen3.5-Based Model Outperforms GPT-5.4 on Accuracy and Cost

Perplexity uses SFT followed by RL with Qwen3.5 models, leveraging a multi-hop QA dataset and rubric checks to boost search accuracy and efficiency, achieving best-in-class FRAMES performance. Abstract: Perplexity's post-training workflow for web-search agents combines supervised fine-tuning (SFT) to enforce instruction-following and language consistency with online reinforcement learning (RL) via the GRPO algorithm. The RL stage uses a proprietary multi-hop verifiable QA dataset and rubric-based conversational data to prevent SFT drift, with reward gating and within-group efficiency penalties. Evaluation shows Qwen3.5-397B-SFT-RL achieving top FRAMES performance, 57.3% accuracy with a single tool call and 73.9% with four calls at $0.02 per query, outperforming GPT-5.4 and Claude Sonnet 4.6 on these metrics. Pricing is API-based and excludes caching.
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15:41

Arthur Hayes: I'll Believe in XRP's Use at Scale When I See On-Chain Evidence

Arthur Hayes calls for on-chain evidence of XRP at scale; Iran tolls on oil tankers reportedly paid in Bitcoin to bypass sanctions, with pre-cleared shipments. Jim Rickards cites Ripple as part of a broader crypto-led parallel financial system. Abstract: The article compares Hayes's demand for XRP's real-world on-chain use with reports of Bitcoin toll payments by Iran and notes Rickards' view that Ripple could play a role in a broader crypto-driven parallel financial system.
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