Jev Video Search
Anmol Srivastava tested Jev for video search across 1,000 clips, searching by what happens on screen. It scored more than 9 points higher at R@1 than embeddings alone and could return zero results when nothing matched.
Anmol Srivastava@Anmol_Srv𝕏
I tested Jev for video search. 1,000 clips, searched by what happens on screen. > +9 points at R@1 over embeddings alone > the bigger win is refusal. embeddings always hand back k results, they have no way to say "nothing here matches" > "a dog running on a beach" correctly returns zero > "guitar while sitting in a vehicle" finds a man playing in a van. plain search returns guitar closeups > numbe
The query “a dog running on a beach” correctly returned zero results. “Guitar while sitting in a vehicle” found a man playing in a van, while plain search returned guitar closeups.
Also filed under Tools & apps
- Jev Auth Event Auditing and Alert Telemetry
It provides shadow-mode Jev authn/authz event auditing and alert telemetry for OAuth2 and IAM.
- Ask Questions About Git History
HekaJev lets users ask questions about Git history in plain English. The open-source tool is built using Jev.
- Local Jev-Compatible Decision-Model Runner
ollaya is a local decision-model runner with a Jev-compatible System One API.
- Open Jev-Style Decision Model
JevAny is an open Jev-style model and training stack for typed decisions and option probabilities.