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Werner Enterprises Posts Highest Revenue Per Truck Growth in One-Way Segment in a Decade CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb Benchmark Diesel Price Rises Third Week as Futures Plunge; Spread Hits Record Indian Government Limits Sugar Dealers to 400 Tonnes Stock Until November to Curb Hoarding Tenants signing longer leases for larger warehouses as 3PLs lock in capacity US stock market flat as S&P 500 and Dow barely move, Nasdaq slides over 1% on chip rout Werner Enterprises Posts Highest Revenue Per Truck Growth in One-Way Segment in a Decade CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb Benchmark Diesel Price Rises Third Week as Futures Plunge; Spread Hits Record Indian Government Limits Sugar Dealers to 400 Tonnes Stock Until November to Curb Hoarding Tenants signing longer leases for larger warehouses as 3PLs lock in capacity US stock market flat as S&P 500 and Dow barely move, Nasdaq slides over 1% on chip rout

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hierarchical

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Hierarchical BART strategy achieves state-of-the-art Vietnamese multi-document summarization

Artificial Intelligence #bart#natural language processing

Hierarchical BART strategy achieves state-of-the-art Vietnamese multi-document summarization

A research team presents a novel hierarchical BART-based strategy for Vietnamese multi-document abstractive summarization, achieving a ROUGE2-F1 score of 0.2468 on the VLSP 2022 public test set. The approach condenses documents guided by a golden summary, producing fluent and concise outputs, and releases additional training data to the community.

Jun 21, 2026 1 source

MedCollab Multi-Agent Framework Outperforms Leading LLMs in Clinical Diagnosis Accuracy

Artificial Intelligence #medcollab#multi-agent

MedCollab Multi-Agent Framework Outperforms Leading LLMs in Clinical Diagnosis Accuracy

A new multi-agent framework called MedCollab, guided by Issue-Based Information System (IBIS) protocol and Hierarchical Disease Relation Chains (HDRC), demonstrates superior performance in clinical diagnosis and report generation. Tests on ClinicalBench and MIMIC-IV show it outperforms leading LLMs and medical multi-agent baselines in accuracy, evidence consistency, and reasoning quality.

Jun 17, 2026 1 source