2026-01-14 12:41:08

Why do novel security protection solutions always struggle to get published? Essentially, it's the lack of a universal benchmark.

You finally develop a new method to measure real AI harm, only for the reviewer to turn around and ask: "How does your TruthfulQA score look?"

"Wait, we don't even test TruthfulQA, that doesn't matter for our approach."

"No standard benchmark?"

Thus, innovative solutions are kept out. Without industry-recognized evaluation standards, even the best ideas can't leave the lab. Isn't this the paradox of academic publishing? To publish, you need to validate with existing benchmarks, but existing benchmarks often limit the space for breakthrough innovation.

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MemeCoinSavant

· 6h ago

ngl this is the academic peer review equivalent of "but does it pass our outdated 2019 benchmark tho" 💀 like bro you built a whole new framework and they hit you with the TruthfulQA speedrun... that's not gatekeeping that's just cope masquerading as rigor fr fr

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SilentObserver

· 16h ago

This is really a deadlock. If the standards are strict, no one can innovate; if the standards are relaxed, you say you're not rigorous. What are the reviewers thinking?

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MetaverseHobo

· 16h ago

Ah, this is the stubborn disease of traditional academia—clinging to old standards with no room for new ideas. --- Standards are choking innovation; the review process kills new ideas, a typical case of path dependence. --- Exactly right, just like the crypto world is always constrained by traditional finance frameworks, always needing to prove it meets their rules. --- So, this is why Web3 needs to develop its own systems—to escape the fate of being defined by old forces. --- Laughing out loud, reviewer: No TruthfulQA? Then I don't accept your proposal. Typical academic bullying. --- Remember, DeFi was like this in its early days too—traditional VCs asking how you calculate P/E ratios, just applying stock market methods. --- Disruptive innovation is always destroyed first; it must be beaten down by the academic circle before it can survive. --- That's why some teams directly publish papers and release on GitHub for community evaluation, skipping the review process altogether.

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CryptoCross-TalkClub

· 17h ago

Laughing out loud, isn't this just the daily routine of crypto project teams? They write a dazzling white paper, and when the exchange asks, "Where is your code audit report?" they blow up on the spot.

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ProbablyNothing