#retrieval-architecture News & Analysis

2 articles tagged with #retrieval-architecture. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 236/10

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IPO Finance Agent: Evaluation of LLM Financial Analysts beyond Finance Agent v2, with Automated Rubric Generation -- the Case of the SpaceX (SPCX) IPO

Researchers introduce IPO Finance Agent, an advanced LLM evaluation framework that extends Finance Agent v2 to handle IPO due diligence tasks using improved retrieval architecture. Testing on SpaceX's S-1 filing shows that Alibaba's Qwen 3.7 Max achieves 79.4% accuracy, significantly outperforming previous benchmarks while reducing costs.

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AINeutralarXiv – CS AI · Jun 116/10

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Natural-Language Temporal Grounding in Hour-Long Videos is a Search Problem: A Benchmark and Empirical Decomposition

Researchers introduce ExtremeWhenBench, a benchmark for temporal grounding in hour-long videos using natural language queries. The study reveals that video-language models fail dramatically on long-form content because search—not recognition—is the bottleneck, with a hybrid retrieve-then-ground approach recovering 6.7x performance over monolithic models.