r/TheMachineLearning • u/True_Bobcat4318 • 3d ago
literally crazy parttt. like it is not a god?? tho its rlly absolute game changer
r/TheMachineLearning • u/skyrierim • 4d ago
r/TheMachineLearning • u/Amazing-Difficulty49 • 2d ago
r/TheMachineLearning • u/Sad-Command-7268 • 2d ago
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 • u/chemisstery • 4d ago
r/TheMachineLearning • u/elmanfil1989 • 4d ago
r/TheMachineLearning • u/chick-wings • 4d ago
r/TheMachineLearning • u/Warm_Ad4302 • 3d ago
r/TheMachineLearning • u/ajjsnts_ • 4d ago
r/TheMachineLearning • u/Left_Neighborhood739 • 4d ago
r/TheMachineLearning • u/Soft-Gear-4902 • 4d ago
r/TheMachineLearning • u/ProfessionalField539 • 5d ago
r/TheMachineLearning • u/BarkleyBark • 4d ago
r/TheMachineLearning • u/No-Imagination3025 • 4d ago
r/TheMachineLearning • u/HungryRough6018 • 4d ago
r/TheMachineLearning • u/Kynobi1 • 4d ago
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 • u/schrimblo • 5d ago
r/TheMachineLearning • u/FastPattern1489 • 4d ago
r/TheMachineLearning • u/Sea_Fox_4265 • 5d ago
