Pangram

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Pangram is an AI-content detector for text and images, covering models such as ChatGPT, Gemini, Grok, Llama and Claude. Its outputs have featured in several disputes: it rated a Dartmouth provost's column 100% AI-generated, and was cited in accusations against author Thélyson Orélien and in reporting on Michelin's Dallas guide. NeurIPS used Pangram to desk-reject 178 submissions without human review, and independent checks later found high false-positive rates.

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NeurIPS desk-rejected 178 papers using AI detector

The NeurIPS Position Paper Track used a proprietary AI detector, Pangram, to desk-reject 18.4% (178) of submissions without human review. Independent checks found the detector flagged track chairs’ own papers at 24–69%, initially labeled nearly half of submissions as 90–100% AI, and was later retuned to reduce the flag rate to 12.7%.

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