Explicit signals like follows and subscriptions are as brittle and hard to maintain as manually tuned filter rules.

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Our reading — they may agree, disagree or merely touch the same thing. Closest first: a shared subject counts for most, then how near the wording is.

• Manually configured filtering rules mostly fail because a person's preferences change over time and the rules require ongoing upkeep. AWAdam Wiggins13 Jan 2026similar wordingSoftware developer and entrepreneur; co-founder of Heroku
• Full fine-tuning of large language models has become too costly, making parameter-efficient fine-tuning methods necessary. SRSebastian Ruder5 Dec 2023similar wordingResearch scientist at Meta working on multilingual models and evaluation
• As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary CHChip Huyen16 Jan 2024similar wordingEngineer and writer on machine-learning systems
• Unidirectional restrictions are sub-optimal for sentence-level tasks and harmful for token-level tasks that need bidirectional context. JDJacob Devlin11 Oct 2018similar wordingOne of the four authors of the 2018 paper "BERT:…
• A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted. GMGary Marcus7 Jun 2025similar wordingCognitive scientist, professor emeritus of psychology and…

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