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New Benchmark Evaluates Shopping Agents on Complex Tasks
EComAgentBench is a new benchmark designed to evaluate LLM-based shopping agents on long-horizon tasks with distributed hidden intent, mimicking real-world shopper requirements. It features 662 tasks grounded in Amazon products and reviews, with detailed rubrics to identify specific failure points, revealing that even strong models achieve only 57.1% accuracy.
Cognitive Models Enhance LLM Simulation of Human Persuasion
Researchers propose "Equation-to-Behavior Prompting" and "Equation-to-Behavior RL" to guide large language models in simulating diverse human decision-making behaviors, including biases, in persuasion games. This approach uses mathematical cognitive models to create more realistic and varied simulated human agents for AI training and evaluation.
AI Agents Can Automate High-Value Referral Processes
The post highlights that if individuals are willing to pay significant amounts for referrals, it underscores a clear opportunity for AI agents to streamline or enhance such high-value tasks. It suggests a practical application for AI in business development.
Contextual Bandits Optimize Word-of-Mouth Marketing in Social Networks
A new contextual multi-armed bandit framework is proposed to maximize rewards from stimulated word-of-mouth by learning individual spillover probabilities. It identifies and targets connected users most susceptible to influence, outperforming baseline methods.
LLM Framework Adapts Dialogue Policies to User Personalities
This paper introduces UP-NRPA, a User Portrait based Nested Rollout Policy Adaptation framework that enables Large Language Models to dynamically customize dialogue strategies. It adapts to diverse user characteristics in real-time using feedback and user portraits, achieving high success rates in goal-oriented dialogue tasks without offline reinforcement learning.
OpenAI Launches Partner Network with $150M Investment
OpenAI has introduced its new Partner Network, committing $150 million to support global partners in accelerating the adoption, deployment, and transformation of enterprise AI solutions. This initiative aims to foster broader integration of OpenAI's technologies across various businesses.

Daily AI News Digest Covers Regulation, Datacenters, and OpenAI IPO
This post provides a digest of top AI news, including Dario Amodei's warning on AI regulation, Elon Musk's space AI datacenter plans, and Sam Altman linking OpenAI's IPO to self-improving AI. It also mentions new AI tools and sales strategies.
BBVA Integrates OpenAI's ChatGPT Enterprise Across Banking Operations
BBVA has strategically placed AI at the center of its banking operations by scaling ChatGPT Enterprise to 100,000 employees and partnering with OpenAI. This initiative aims to accelerate AI-powered transformation across its global banking services.

Top stories in AI today: - Washington eyes an ownership slice of OpenAI - The Rundown Roundtable: Our AI use cases - Find five prospects a day with this agenti…
This post summarizes top AI news, including potential US government ownership in OpenAI, discussions on AI use cases, an agentic framework for finding prospects, OpenAI's upcoming 'superapp' revamp, and new AI tools.