Author

Yizhou Sun

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Preprint Aug 2026

The Imperfective Paradox Is Not Necessarily in Large Language Models: A Benchmark Failure Before a Model Failure

The results show that models often do not affirm culmination but nevertheless accept the corresponding simple-past hypothesis, a pattern the authors characterize as Sufficiency Bias, and show that prompting interventions produce a Decision Shift among labels without reliably improving the underlying semantic understand...

Kaiqiao Han, Yi-Zhou Sun · 0 citations

#natural language process... Preprint Jul 2026

SeDeM: Selective Decompression of Hidden-State Memories for Long-Context Question Answering

SeDeM is proposed, a selective decompression framework that decouples compact memory storage from decoder conditioning and reduces online time-to-first-token and improves autoregressive decoding throughput relative to ICAE.

Maryam Haghifam, Jason Cong, Yizhou Sun · 1 citation