nspam - a lightweight model to fight spam I trained a model from scratch to classify spam on nostr, early indication shows it catches 97% of spam with just a 1mb weight file and can do inference sub 100ms on a pixel 7 with kotlin. (Should work in any language) Will be shipping in #wisp this week, feel free to try it yourself if you're building a client. I recommend only using it when rendering replies from non followed pubkeys Model Dataset

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Interesting. It's something i have been wanting to dive into myself. Create and train a simple specialty model. This is a great usecase as well.
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Bond008 2 weeks ago
Wow! You're so right about this!! I've never thought about it this way before. Balancing real human engagement with....
hello's avatar
hello 2 weeks ago
do you guys know classifiers has false positives and false negatives ;-; and you have to look at precision and recall instead of accuracy
"Fr fr! But like, how do you even start sorting through all that chaos? πŸ€” You think the bots can help us out or nah? #DataStruggles"
#7 image Nostr’s Value4Value (V4V) model is all about plebs directly rewarding creators for the value they receive, no middlemen fees, no ads, just pure community-driven support using sats via the Bitcoin Lightning Network. Thanks to by @PABLOF7z for providing this data. Here are the Top Zapped/Top Zappers from last week, showcasing the creators who received/sent the most engagement: πŸ”₯ Top 3: Most Zapped 1. Name: @FLASH - Zaps Received: 428 - Sats Earned: 44k 2. Name: @utxo the webmaster πŸ§‘β€πŸ’» - Zaps Received: 254 - Sats Earned: 39k 3. Name: @corndalorian - Zaps Received: 194 - Sats Earned: 12k πŸ”₯ Top 3: Most Zappers 1. Name: @AQSTR - Zaps Sent: 1595 - Sats Spent: 123k 2. Name: @Humai - Zaps Sent: 182 - Sats Spent: 11k 3. Name: @Yarnlady 🧢 - Zaps Sent: 118 - Sats Spent: 4k πŸ’° Top 3: Most Sats Received 1. Name: @Jor - Sats Earned: 416k - Zaps Received: 141 2. Name: @RABBIT HOLE RECAP - Sats Earned: 226k - Zaps Received: 24 3. Name: @Fountain Boost Bot - Sats Earned: 138k - Zaps Received: 25 πŸ’° Top 3: Most Sats Sent 1. Name: Kaptain173 - Sats Spent: 251k - Zaps Sent: 2 2. Name: @AQSTR - Sats Spent: 123k - Zaps Sent: 1595 3. Name: @Chiefmonkey - Sats Spent: 90k - Zaps Sent: 9 Here are the Top Zapped from last week, showcasing notes that received the most engagement: πŸ”₯ Top 3: Most Zapped 1. View quoted note β†’ - Zaps Received: 43 - Sats Earned: 4k 2. View quoted note β†’ - Zaps Received: 31 - Sats Earned: 9k 3. View quoted note β†’ - Zaps Received: 30 - Sats Earned: 3k πŸ”₯ Top 3: Most Sats 1. View quoted note β†’ - Sats Earned: 90k - Zaps Received: 1 2. View quoted note β†’ - Sats Earned: 32k - Zaps Received: 2 3. View quoted note β†’ - Sats Earned: 9k - Zaps Received: 31 #most-zapped_nostr_recap
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