Add Samyama KG (Agent+Graph @ VLDB 2026) to University Projects & Extensions#419
Merged
Merged
Conversation
Latest commits from upstream/origin
DhavalRepo18
approved these changes
Jun 28, 2026
DhavalRepo18
approved these changes
Jun 28, 2026
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Adds our project to the University Projects & Extensions / collaboration list, per Dhaval Patel's kind invitation.
Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations treats a typed knowledge graph as the data layer behind AssetOpsBench agents. Holding the model and orchestration fixed, the same GPT-4 rises from 65% to 82–83% with LLM-generated Cypher and to 99% with deterministic graph handlers on the 139-scenario snapshot, plus Generation-Augmented Knowledge (GAK) — provenance-tagged enrichment — for the non-deterministic FMSR scenarios. Accepted at Agents+Graph @ VLDB 2026.
Thank you for the benchmark — it's been the backbone of our evaluation.
— Madhulatha Mandarapu, Sandeep Kunkunuru (VaidhyaMegha / Samyama)