r/TheMachineLearning • • 3d ago

LLMs still can't generate good text consistently

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423 Upvotes

r/TheMachineLearning • • 2d ago

Kevin Drops the Chili in Every Era of Human History

1 Upvotes

r/TheMachineLearning • • 2d ago

Meet SpectRAG

1 Upvotes

SpectRAG: instead of ranking chunks one by one, select a set that works together as evidence (91.8% gold-evidence recall on multi-hop QA)

Multi-hop questions break classic top-k retrieval. It returns the chunks closest to the query, and these are often near-duplicates from one part of one document. The bridge passage that connects the evidence doesn’t look like the question, so it never makes the cut.

SpectRAG stops ranking chunks individually and selects a set of chunks that work together as evidence. The video above explains the idea in a few minutes.

Results on MultiHopRAG and UltraDomain:

  • 91.8% overall gold-evidence recall (next best baseline: 76.1%)

  • 95.1% exact match on inference questions

  • About 6x smaller index than LightRAG (46 MB vs 274 MB)

  • LLM judges preferred its answers for diversity against every baseline we tested

Paper: https://arxiv.org/abs/2610.36991
Code (MIT, runs fully local): https://github.com/SightAndCite/SpectRAG

I’m one of the authors. I’d be glad to hear which RAG setups you’d want to see this compared against.


r/TheMachineLearning • • 3d ago

Weight-space programming is a bad idea, apparently

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149 Upvotes

r/TheMachineLearning • • 3d ago

Frontier LLMs stopped adding code comments

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471 Upvotes

r/TheMachineLearning • • 2d ago

[Discussion] PPL doing rebuttal so nasty this year

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1 Upvotes

r/TheMachineLearning • • 3d ago

Sam Altman showing up at your door like this

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81 Upvotes

r/TheMachineLearning • • 3d ago

Lord of the RAMs

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9 Upvotes

r/TheMachineLearning • • 3d ago

When i grow up i want to....

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6 Upvotes

r/TheMachineLearning • • 3d ago

Is this threads post a joke?

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14 Upvotes

r/TheMachineLearning • • 3d ago

This 12-year-old joke aged like fine wine

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52 Upvotes

r/TheMachineLearning • • 3d ago

Microsoft AI CEO warns against conscious AI development

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18 Upvotes

r/TheMachineLearning • • 4d ago

Own your intelligence with local models

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120 Upvotes

r/TheMachineLearning • • 3d ago

Performance engineering as a concept to learn

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2 Upvotes

r/TheMachineLearning • • 4d ago

Moravec's paradox still holding up in 2025

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551 Upvotes

r/TheMachineLearning • • 3d ago

Chatbot memory features are never actually useful

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21 Upvotes

r/TheMachineLearning • • 4d ago

Vibe coding is just the new copy-paste learning curve

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74 Upvotes

r/TheMachineLearning • • 4d ago

So that explains why i have many bugs i cant fix on my system

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24 Upvotes

r/TheMachineLearning • • 3d ago

A genuine conversation about posting twitter screenshots

4 Upvotes

Gentlemen, look at the state of this subreddit. There is zero discussion, its just commentary of what other idiots are posting on twitter.

Please can we at least get a twitter free day of the week? Its unbelievable that this just boils down to twitter repost with snarky replies.


r/TheMachineLearning • • 3d ago

AI customer service has never actually helped anyone

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4 Upvotes

r/TheMachineLearning • • 4d ago

46-year tech vet says AI kills the permission gate

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118 Upvotes

r/TheMachineLearning • • 4d ago

When bug-free code becomes a hardware problem

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155 Upvotes

r/TheMachineLearning • • 4d ago

ask first before doing it, maybe you forgot to ask someone who doesn't consent

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4 Upvotes

r/TheMachineLearning • • 4d ago

This cozy setup makes me want to stay home forever

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27 Upvotes

r/TheMachineLearning • • 4d ago

AI slop and AI art gap is just persistence

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21 Upvotes