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symbolic-reasoning

topic2 events
papersTODAY 04:00 UTC

SyRHM combines symbolic reasoning and associative retrieval for zero-shot harmful meme detection

Researchers propose SyRHM, a method for detecting harmful memes without task-specific training data. It targets implicit harm that comes from mismatches between image and text or from cultural stereotypes, which tripped up earlier multimodal detectors. The approach adds symbolic-language reasoning alongside associative retrieval to improve zero-shot performance.

multimodal/safety/content-moderation/zero-shot
papersTODAY 04:00 UTC

Func-R1: Method Aims to Improve Mathematical Function Reasoning in Multimodal LLMs

A new arXiv paper introduces Func-R1, an approach aimed at strengthening mathematical function reasoning in multimodal large language models. The work targets the challenge of combining visual perception with symbolic logic when solving math problems from images. The abstract frames deliberate mathematical reasoning in visual settings as an indicator of advanced multimodal model capability.

multimodal/reasoning/math/llm