Even if AI-generated reviews look polished yet fail to spot a single error, what use are they?
The paper *Beyond Imitation* puts it bluntly: the core task of peer review is to find errors, not imitate the polished rhetoric of human reviewers.
A model producing a well-worded, neatly structured review is entirely different from actually catching a logical flaw.
That is why the study shifts its focus to verification and contradiction detection, changing the evaluation standard from “how much does it resemble a human review?” to “can it actually find the errors?”
I think this shift was bound to ha

CryptoChampionan hour ago

Gate_Square2026-10-12 05:51:00

Gate Square Creator Comeback Program | Return to Create & Win Up to 30 USDT
Every creator who puts real effort into their content deserves to be seen.
Whether you share market analysis, trending topics, or your own trading insights, great content deserves more exposure and more rewards.
This October, Gate Square invites creators to come back and unlock multiple creator rewards!
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GT-0.90%

CryptoAnu an hour ago

#LUNCcommunity isn't just burning. They're building.
Proposals #12229 and #12230 moving Hyperlane bridge ownership to the DAO.
Emergency pause mechanism for stolen funds.
Legal burn framework via subrogation.
This is infrastructure. Not hype.
I'm watching.

HYPER+3.17%

GateUser-dd7290bc an hour ago

Actually, you don't need to pay tens of millions or even as much as 17 million to get good insights.
If you put in a little effort?
you can see that everything is on-chain.
But because there are too many options and it's confusing? you can just follow my X.
I've already filtered out the good and worthwhile ones.👌🏻

CryptoMishuan hour ago

Gate_Square2026-10-12 05:51:00

GT-0.90%

BitRose an hour ago

$BTC Short term pull back if $82,800 breaks and this head n shoulders plays. Invalidation if neck line breaks. Careful out there.

BTC-0.10%

CryptoMishuan hour ago

#GateAtTOKEN2049 at TOKEN2049, Building the Future of Digital Finance Through Global Connections
The cryptocurrency industry is entering a new phase of development, where innovation, trust, technology, and global collaboration are becoming increasingly important. TOKEN2049 brings together some of the most influential voices in the digital asset ecosystem, creating an environment where ideas can grow, partnerships can develop, and the future of blockchain technology can take shape.
Gate's presence at TOKEN2049 highlights its continued commitment to connecting with the global crypto community a

SmartBrother 16 minutes ago

Short trade $NEAR
on the 4H timeframe is showing a correction after being rejected at the 6.0 resistance zone, with price expected to continue pulling back to test the support zone below.Entry 1: 5.620 (current price zone)Entry 2: 5.750 (technical rebound zone)Entry 3: 5.850 (upper resistance)TP1: 5.435TP2: 5.205TP3: 4.922TP4: 4.633SL: 6.020Trade management: Divide the capital equally among the 3 entries, prioritizing waiting for a rebound to secure a better SHORT position. Take partial profits at each TP and move the SL to breakeven when TP1 is reached. If the 4H candle closes above 6.000, t

CryptoVision28 minutes ago

Gate_Square2026-10-12 05:51:00

GT-0.90%

LedgerBullan hour agoBullish

🚨 BREAKING: TOM LEE IS GOING ALL-IN ON ETH! 🚀
Tom Lee’s BitMine continues its massive Ethereum accumulation, with holdings exceeding 6 MILLION $ETH , worth over $15 BILLION!
🔥 Tom Lee predicts $ETH will SURPASS $5,000 before the end of 2026!
Institutional accumulation continues. The $5K target is in sight.
IS A MASSIVE ETH RALLY COMING? 👀🚀

ETH+1.50%

CryptoMishuan hour ago

#ShareWeekly #WillYouBuyDipInKoreanStocks
Korean Stocks Plunge as Samsung and SK Hynix Slide. Is It Time to Buy the Dip?
South Korean equities opened the week with a sharp sell-off on Monday, October 12. The benchmark KOSPI plunged 3.65% to close at 6,384.24, marking its first close below 6,400 in roughly two months and its largest single-day drop in about a month. The tech-heavy KOSDAQ followed suit, tumbling 4.83% to 849.19.
The Damage in Semiconductors
The two memory-chip giants bore the brunt of the selling. Samsung Electronics fell 4.39% to close at 250,500 won, equivalent to approximat

SK Hynix-4.52%

Samsung Electronics-4.38%

GreatOceanLawOfNature 13 minutes ago

Fan Cang Episode 8: Trust is priceless. In the evening, Huang🐟4162 Duo also took off as scheduled, and 4172 brought out the chrysanthemum. Enter quickly and earn steadily. Although there were minor pullbacks during the session, the overall swing was well managed, leaving an intraday balance of 1729. $XAU

XAU-0.46%

ThisIsTranslateContent:Add 40 minutes ago

Has the daily rebound ended? We’re live—come in and chat

Zuo77 an hour ago

Will this meme get traffic?

KatyPaty3 hours ago

Michael Saylor Hints at Another BTC Purchase

LIVE2,775

智赢舵手 2 hours ago

Seeing the Fear and Greed Index at 69 and rushing to chase altcoins higher is the most common trading mistake right now. A greedy index does not mean every coin is rising; $CFX ’s -7.19% today is a counterexample—the broader market sentiment is warm, but funds are clearly rotating within sectors, and CFX is on the receiving end of outflows.
Technically, $CFX ’s current price of 0.06248 has fallen below MA5 (0.063024) and MA20 (0.065348), with the moving averages in a bearish alignment; RSI at 41.2 is weak but not oversold, while the MACD histogram at -0.0005933 still indicates bearish momentum