Search results for "REWARD"
Today
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.
More
12:51

Major CEX Urges U.S. Congress to Implement Crypto Tax Exemption Threshold and Allow Staking Reward Tax Timing Choice

Major CEX urges Congress to set a minimum tax-exemption for crypto transactions and offer flexible staking-report timing, citing IRS forms show most trades under thresholds and heavy reporting burden. The article reports that a major centralized exchange is urging U.S. Congress to establish inflation-adjusted minimum exemption thresholds for crypto transactions and to allow taxpayers to choose when to report staking rewards. It cites CoinDesk data showing 56 million crypto tax forms filed for 2025, with most transactions valued under $50, illustrating the administrative burden of current reporting rules and the need for policy changes.
More
08:01

Gate Idle Coin Wealth ETH 7-day fixed-term financial management additional reward pool is live; subscribe to enjoy a 10% annualized return bonus.

Gate News, according to Gate’s official announcement Gate’s Yuebi Bao launches an ETH 7-day term wealth management product with an additional rewards pool. Subscription users can enjoy a 10% annualized return bonus. This rewards pool cumulatively provides 500,000 OFC in additional rewards, using a first-come, first-served mechanism. The additional rewards will be distributed to users’ accounts on a daily basis in the form of an equivalent amount of OFC. The platform has an overall cap on the total activity rewards and a limit on the maximum amount each individual user can receive.
More
ETH-0,24%
OFC-15,56%
08:09

Gate GUSD Minting Newcomer Limited-Time Rewards—Episode 11 is live. New users can earn an annualized yield of up to 100%.

Gate News, according to the Gate official announcement on April 14, 2026. Gate launches the GUSD minting newcomer limited-time reward, Episode 11. New users mint GUSD using USDT/USDC, and the current maximum annualized yield can reach 100%. The activity runs from April 14, 2026, 16:00 to April 20, 2026, 16:00 (UTC+8). GUSD is Gate’s launched ongoing principal-protected wealth management product. Its yield is sourced from income generated by the Gate ecosystem, Treasury RWA, and high-quality yield assets supported by stablecoins. After users mint GUSD, they can receive daily annualized yield. Upon redemption, they are exchanged for USDT/USDC at a 1:1 ratio (after deducting redemption fees). While users participate in other wealth management products such as Launchpool and Launchpad, the GUSD they hold can simultaneously earn the corresponding product wealth management yield, GUSD minting rewards, and campaign rewards. Only eligible new users can enjoy the annualized rewards of this campaign, including users who have never held GUSD spot, have never participated in GUSD minting distributions, and have never earned coins on-chain. The annualized yield rate will be dynamically adjusted based on the yield performance of Gate ecosystem income, Treasury RWA, and stablecoin-related assets.
More
GUSD0,02%
USDC0,01%