Tools.

A framework for semantic enrichment of tabular data, linking cells and columns to external knowledge sources through an interactive workspace.

A web interface for managing semantic table interpretation workflows and interacting with annotated tabular data.

Knowledge-graph indexing and entity retrieval with string matching, relations and type-based filtering.

A Python library for entity linking over tabular data, with multiple annotation strategies and optional caching.

Entity retrieval and disambiguation for semantic table interpretation, supporting supervised and unsupervised workflows.

An approach to cell entity annotation that uses a fine-tuned language model to generate semantic annotations of tabular data.

Knowledge-graph profiling through compact patterns and statistics for understanding, exploration and data-quality assessment.

A semantic table interpretation dataset and supporting code for extracting, cleaning and annotating Wikipedia tables.

A human-in-the-loop workspace for entity-centred exploration, faceted search, conversational querying and knowledge refinement in document collections.

Verbal Command Language translates document-analysis requests into structured operations, execution plans and tasks over a document corpus.

A method for reasoning with factual knowledge through constrained generation and an index of verbalised knowledge-graph facts.

A modular prompting approach for generating data-orchestration DAGs from natural-language pipeline descriptions.

The Python library in the SemT enrichment ecosystem for transforming tables, reconciling values and extending datasets with external information.

A decentralised Function-as-a-Service platform that uses peer-to-peer coordination to distribute workloads across federated edge nodes.

A clinician-facing research prototype for exploring psychiatric case analysis with retrieval-augmented language models and expert evaluation.

A research framework combining enriched urban knowledge graphs, language models and personalised walking itineraries for large-scale events.