Video wird geladen...

Video konnte nicht geladen werden

Zur Startseite

547,457 Aufrufe โ€ข vor 1 Jahr โ€ขvia X (Twitter)

11 Kommentare

Profilbild von I_AlsoShowMeat
I_AlsoShowMeatvor 1 Jahr

And these guys do a better job at directing traffic than Metro police.

Profilbild von Solar Heavy
Solar Heavyvor 1 Jahr

New single just landed! take the journey

Profilbild von BrotherFromAnotherMother
BrotherFromAnotherMothervor 1 Jahr

I truly hope someone give that man something for his efforts , doing a better job than those actually paid to do their jobs...

Profilbild von GGMe ๐Ÿ‡ฟ๐Ÿ‡ฆ๐ŸŒž
GGMe ๐Ÿ‡ฟ๐Ÿ‡ฆ๐ŸŒžvor 1 Jahr

This also just perfectly encapsulates the fact that the ANC has lost control, they simply donโ€™t care or are just too inept to rescue what remains. ๐Ÿ˜ข

Profilbild von ALooterContinuaโ„ข
ALooterContinuaโ„ขvor 1 Jahr

I hope someone gave him something. Risking his life, SAns can't drive, especially in the rain. #Taxis

Profilbild von Lindiwe Mhlaba
Lindiwe Mhlabavor 1 Jahr

I always tip them nice

Profilbild von Aunty Debbie ๐Ÿ‡ฟ๐Ÿ‡ฆ โ™
Aunty Debbie ๐Ÿ‡ฟ๐Ÿ‡ฆ โ™vor 1 Jahr

Bless you.

Profilbild von Okara Maranga
Okara Marangavor 1 Jahr

Come on South-Africans; -Someone set up a mobile money payment system with QR-code. -Let many people voluntarily send as low as only 1 rand. -He needs PPEs and these Traffic Management equipment. -Stop by and give him a hot coffee, sandwich anything! -This is better than Juvenile Deliquescence Concerned ๐Ÿ‡ฐ๐Ÿ‡ชKenyan

Profilbild von Roynaldo
Roynaldovor 1 Jahr

If everyone stops and pays him the traffic would be worse. Print him a T-shirt with a QR Code on it both sides. Drivers can open their camera and it will take them to a link to make donations. That would be an incredible gift.

Profilbild von Gordon Bauerle-Sims ๐Ÿณ๏ธโ€๐ŸŒˆโค๏ธ๐Ÿ‡ฟ๐Ÿ‡ฆ
Gordon Bauerle-Sims ๐Ÿณ๏ธโ€๐ŸŒˆโค๏ธ๐Ÿ‡ฟ๐Ÿ‡ฆvor 1 Jahr

Nee man Debbie and daar begin ek ๐Ÿ™๐Ÿป๐Ÿ’ซ

Profilbild von Aunty Debbie ๐Ÿ‡ฟ๐Ÿ‡ฆ โ™
Aunty Debbie ๐Ÿ‡ฟ๐Ÿ‡ฆ โ™vor 1 Jahr

Honestly. Just couldn't contain myself. ๐Ÿ˜ญ

ร„hnliche Videos

Traditional chunking: cheap but dumb. ColBERT: smart but expensive. ๐—Ÿ๐—ฎ๐˜๐—ฒ ๐—ฐ๐—ต๐˜‚๐—ป๐—ธ๐—ถ๐—ป๐—ด: the solution we've been waiting for. Hereโ€™s a quick evolution of chunking strategies: โ†’ ๐—ง๐—ฟ๐—ฎ๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—–๐—ต๐˜‚๐—ป๐—ธ๐—ถ๐—ป๐—ด (the basics we all started with) โ€ข Token Chunking - split by token count โ€ข Sentence Chunking - split by sentence boundaries โ€ข Document-Based Chunking - split by sections/paragraphs โ†’ ๐—”๐—ฑ๐˜ƒ๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐—–๐—ต๐˜‚๐—ป๐—ธ๐—ถ๐—ป๐—ด (when things got sophisticated) โ€ข Semantic Chunking - split by meaning โ€ข LLM-Based Chunking - let the model decide But each chunking method separates text at defined points, meaning context is lost within the document from one chunk to the next. โ†’ ๐—˜๐—ป๐˜๐—ฒ๐—ฟ ๐—Ÿ๐—ฎ๐˜๐—ฒ ๐—–๐—ต๐˜‚๐—ป๐—ธ๐—ถ๐—ป๐—ด (the game changer) Traditional approach: Chunk first โ†’ Embed each chunk separately Late chunking approach: Embed the entire document โ†’ Then chunk with context preserved ๐—ช๐—ต๐˜† ๐—ฐ๐—ต๐—ผ๐—ผ๐˜€๐—ฒ ๐—น๐—ฎ๐˜๐—ฒ ๐—ฐ๐—ต๐˜‚๐—ป๐—ธ๐—ถ๐—ป๐—ด? When you chunk first, each piece loses its contextual relationship to the rest of the document. It's like reading a book by randomly picking paragraphs - you miss the flow. With late chunking, every chunk maintains awareness of its neighbors because the embedding happens at the document level first. Mean pooling is done on segments AFTER the full context is embedded. Jina AI tested and saw significant improvements in retrieval quality - chunks that were previously disconnected now maintain their semantic relationships. As documents get longer and context windows expand, late chunking might just become the new standard for high-quality retrieval systems. ๐—ช๐—ต๐—ฎ๐˜ ๐—ฑ๐—ผ ๐˜†๐—ผ๐˜‚ ๐—ป๐—ฒ๐—ฒ๐—ฑ ๐˜๐—ผ ๐—บ๐—ฎ๐—ธ๐—ฒ ๐˜๐—ต๐—ถ๐˜€ ๐˜„๐—ผ๐—ฟ๐—ธ? No modifications to your retrieval pipeline are needed. 1. Long context embedding models (8192+ tokens) 2. Chunking logic that tracks token spans 3. Less than 30 lines of code to implement All you need is to switch the order at which you chunk and embed. Embed FIRST, then chunk, not the other way around. Dive deeper into late chunking:

Femke Plantinga

125,172 Aufrufe โ€ข vor 10 Monaten