GSoC'26 × DBpedia

GSoC 2026 Contributor at DBpedia Hindi Chapter.

Hindi DBpedia Chapter

This page is dedicated to providing weekly updates on the project.

Read the blog posts or check About for more info.

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Featured

Understanding the Pipeline: Diagrams

A visual walkthrough of the extraction pipeline and the predicate-linking step.


Recent Posts

GSoC Week 12: A Deep Dive Into Evaluation, and Publishing Everything

Investigating why IndIE's BenchIE score looked wrong, closing out the property audit, and publishing all models and datasets.

GSoC Week 11: Establishing Real Baselines and Testing Beyond Hindi

Establishing real baselines against IndIE and testing the pipeline on Gujarati and Rajasthani.

GSoC Week 10: Being Precise About Evaluation

Being precise about how every evaluation number is actually calculated, and testing whether few-shot prompting helps.

GSoC Week 9: Full-Scale Evaluation and Rebuilding the Review Tool

Full-scale evaluation across the entire dataset, plus rebuilding the human review tool around real pipeline data.

GSoC Week 8: Building a Predicate-Linking Gold Set

Eighth week of the coding period, building a predicate-linking gold set and running the full pipeline end to end for the first time.

Week-7 Streamlining the Training Pipeline

Seventh week of the coding period, streamlining the training pipeline and reviewing real model output closely.

GSoC Week 6: Fixing a Scoring Bias and Getting the Training Pipeline Running

Finding and fixing a scoring bias that was undervaluing real Wikipedia sentences, then getting the training pipeline running end to end.

GSoC Week 5: Choosing an Embedding Model and Building BenchIE Ground Truth

Testing embedding models at full ontology scale and building real DBpedia ground truth for BenchIE.

GSoC Week 4: Embedding Model Evaluation and Building the Review Tool

Comparing embedding models for ontology alignment and building the first version of the human review tool.

Week-3 Dataset Audit and Ontology Alignment

Third week of the coding period, auditing the existing training dataset and building the ontology alignment layer.

Week-2 Researching How Much Data Fine-Tuning Actually Needs

Second week of the coding period, researching data requirements for fine-tuning and looking into annotation tooling.

Week-1 Understanding the Pipeline and Prior Work

First week of the coding period, understanding the existing DBpedia Hindi Chapter pipeline and prior GSoC work.