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#cognitive-psychology News & Analysis

3 articles tagged with #cognitive-psychology. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AIBearisharXiv โ€“ CS AI ยท Mar 167/10
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Diagnosing Retrieval Bias Under Multiple In-Context Knowledge Updates in Large Language Models

Researchers identify a significant bias in Large Language Models when processing multiple updates to the same factual information within context. The study reveals that LLMs struggle to accurately retrieve the most recent version of updated facts, with performance degrading as the number of updates increases, similar to memory interference patterns observed in cognitive psychology.

AINeutralarXiv โ€“ CS AI ยท Mar 36/108
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Transformers Remember First, Forget Last: Dual-Process Interference in LLMs

Research analyzing 39 large language models reveals they exhibit proactive interference (remembering early information over recent) unlike humans who typically show retroactive interference. The study found this pattern is universal across all tested LLMs, with larger models showing better resistance to retroactive interference but unchanged proactive interference patterns.

AINeutralarXiv โ€“ CS AI ยท Mar 36/103
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OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models

Researchers introduce OmniSpatial, a comprehensive benchmark for testing spatial reasoning capabilities in vision-language models (VLMs). The benchmark reveals significant limitations in both open and closed-source VLMs across four major spatial reasoning categories, with over 8,400 question-answer pairs testing advanced cognitive abilities.

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