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Oxford's Yarin Gal Slams LLM-Written Papers; arXiv Responds
Oxford's Yarin Gal warned that LLM-written papers are flooding ML research with homogenized prose and urged arXiv to ban them. arXiv said it would detect but not block such submissions, and the debate over AI in scientific writing continues.
2026-09-22 ~ 2026-09-23 · 4 episodes · 11 posts
Episode 1 · Scholars debate LLM-written papers as ML papers grow homogeneous (2026-09-22, 4 posts)
Oxford's Yarin Gal warned that ML papers increasingly show homogeneous, hollow LLM-style writing, proposing policies requiring authors to write themselves, and predicted most LLM-written papers won't stand the test of time — a claim questioned by Thomas Dietterich.
- Yarin Gal warns of homogenized, vacuous language creeping into ML papers — yaringal · 2026-09-22
- Oxford's Yarin Gal: write papers yourself, LLMs should only review — yaringal · 2026-09-22
- Yarin Gal: Most LLM-written papers won't stand the test of time — yaringal · 2026-09-22
- Dietterich pushes back on LeCun's claim that LLM-written papers won't stand the test of time — tdietterich · 2026-09-23
Episode 2 · Oxford's Yarin Gal: LLMs are poor at real science without scaffolding (2026-09-23, 3 posts)
Oxford's Yarin Gal argues LLMs are poor at science without scaffolding: in his tests, an AI research assistant collapsed open-ended hypotheses into known work and misread papers, requiring human correction.
- Oxford's Yarin Gal pushes back: LLMs are 'really not good' at doing science — yaringal · 2026-09-23
- Yarin Gal: LLMs are really not good at doing science — yaringal · 2026-09-23
- Yarin Gal: open-ended research makes LLMs collapse problems into known work — yaringal · 2026-09-23
Episode 3 · arXiv Responds to LLM Paper Controversy: Detect but Don't Block (2026-09-23, 2 posts)
Oxford's Yarin Gal proposed that arXiv ban LLM-written papers detected via watermarks, but arXiv responded that it will flag such content for stricter review rather than reject it outright.
- arXiv Responds to Yaringal's Call to Ban LLM-Written Papers: We Detect But Don't Filter — yaringal · 2026-09-23
- Oxford's Yarin Gal Proposes arXiv Ban LLM-Written Papers to Curb AI Slop — yaringal · 2026-09-23
Episode 4 · Oxford's Yarin Gal: Irreproducible LLM Experiments Are Just Bad Experiments (2026-09-23, 2 posts)
Oxford's Yarin Gal argued that LLM-written experiments that fail to replicate are no different from any other irreproducible experiments, and suggested building an arXiv-like platform for AI-generated research.
- Yarin Gal: LLM experiments that don't replicate are just failures, and an AI arXiv could help — yaringal · 2026-09-23
- Yarin Gal: LLM-written experiments that fail to replicate are no different from any others — yaringal · 2026-09-23