Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026Language-Guided Time-Series Event Detection with Zero-Shot Cross-Modal Grounding Tianjun Hou, Xiqing Chang & Sky Chenwei Wan GroundingMOMENT: open-vocabulary grounding for time-series foundation models. Trained on synthetic data only, it works zero-shot on ECG and drilling signals, ~40× faster. 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026Grammar of the Wave: Towards Explainable Multivariate Time Series Event Detection via Neuro-Symbolic VLM Agents Sky Chenwei Wan, Yifei Y. Wang, Tianjun Hou, Xiqing Chang & Aymeric Jan Event Logic Trees + SELA, a zero-shot neuro-symbolic VLM multi-agent system. 📄 arxiv.org/abs/2603.11479 100
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026Two more DIG papers accepted at #EMNLP2026 (Budapest, Oct 24–29): one in the main conference, one in Findings. Both find events in multivariate time series from a natural-language description, with little or no labeled data. 🧵👇 #NLP #TimeSeries 100
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026MARITA: Mining Approximate Rules in Tables Pierre-Henri Paris, François Amat, Paolo Papotti & Fabian M. Suchanek Mines approximate Horn rules from relational databases – often in under a second, up to 104× faster than existing systems. 📄 suchanek.name/work/publi... 💻 github.com/PHParis/MARITA 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026YAGO 4.6: A Logically Consistent Subset of Wikidata (demo) Fabian M. Suchanek, Thomas Bonald, Nikola Dobričić, Marc Jeanmougin & Margherita Necchi For the first time, YAGO also shows which Wikidata statements it filtered out – and why. 📄 suchanek.name/work/publi... 🌐 yago-knowledge.org 120
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 21/09/2026Meet our researchers at the #ISWC2026 demo & poster session in Bari (Oct 25–29) for two papers: a new version of YAGO, and a rule miner for relational databases. 🧵👇 #KnowledgeGraphs #SemanticWeb 110
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 31/08/2026How credible are corporate climate transition plans? New work by Tom Calamai, Oana Bălălău, Théo Le Guenedal & Fabian M. Suchanek, accepted at #EMNLP2026, uses NLP to examine their evaluability. Paper: suchanek.name/work/publica...suchanek.name 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/08/2026🎉 New paper accepted at #NDSS2027! "How Benchmarks and Evaluation Protocols Shape Conclusions in Provenance-Based Intrusion Detection" — Lorenzo Guerra, Thomas Chapuis, Guillaume Duc, Pavlo Mozharovskyi & Van-Tam Nguyen. arxiv.org/abs/2608.01454arxiv.orgHow Benchmarks and Evaluation Protocols Shape Conclusions in Provenance-Based Intrusion DetectionProvenance-based intrusion detection systems (PIDS) frequently report strong performance, but the conclusions drawn from these results can be highly sensitive to benchmarking choices and evaluation pr... 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/08/2026🎉 New paper accepted at #ISWC2026! “A Benchmark for Hierarchical Link Prediction” - Lukas Ketzer, Franziska Kuch, Tim Schwabe, Mehwish Alam & Maribel Acosta. Congratulations to the authors! #KnowledgeGraphs 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/08/2026🎉 New paper accepted in IEEE Transactions on Knowledge and Data Engineering! "Two-dimensional Taxonomy for N-ary Knowledge Representation Learning Methods" - Xiaohua Lu, Liubov Tupikina & Mehwish Alam. Preprint: arxiv.org/abs/2506.05626 #KnowledgeGraphs #TKDEarxiv.orgTwo-dimensional Taxonomy for N-ary Knowledge Representation Learning MethodsReal-world knowledge can take various forms, including structured, semi-structured, and unstructured data. Among these, knowledge graphs are a form of structured human knowledge that integrate heterog... 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 06/08/2026We are pleased to announce that Samy Haffoudhi, Fabian Suchanek, and Nils Holzenberger have had their paper accepted at the International Semantic Web Conference (ISWC) 2026. "LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation" suchanek.name/work/publica... 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/06/2026LREC 2026: “ENEIDE: A High Quality Silver Standard Dataset for Named Entity Recognition and Linking in Historical Italian” Cristian Santini, Emanuele Frontini, Sebastian Barzaghi, Laura Melosi, Mehwish Alam www.lrec-conf.org/proceedings/... 4/4 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/06/2026LREC 2026: “Analysing Lightweight Large Language Models for Biomedical Named Entity Recognition on Diverse Output Formats” Pierre Epron, Adrien Coulet, Mehwish Alam www.lrec-conf.org/proceedings/... 3/4 100
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/06/2026Journal article: “DELICATE: Diachronic Entity Linking using Classes and Temporal Evidence” Cristian Santini, Sebastian Barzaghi, Paolo Sernani, Emanuele Frontoni, Mehwish Alam ACM JOCCH arxiv.org/pdf/2511.10404 2/4 100
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 30/06/2026DIG researchers and collaborators have three new accepted articles: one in ACM Journal on Computing and Cultural Heritage, and two at LREC 2026. Congratulations to all authors! 1/4 #LREC2026 #JOCCH #NLP #KnowledgeGraphs 110
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 08/06/2026The team of Knowledge-Aware AI of TU Dresden visited us for a two-day workshop to explore the synergies between language models and knowledge bases. Come visit us again! 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 03/06/2026We were happy to host Julia Stoyanovich, director of the Center for Responsible AI at New York University, in the DIG seminar for her talk on Uncertainty in the Data Engineering Pipeline: From Imputation to Explanation. 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 02/06/2026Welcome to Capucine Brillet, new PhD student at DIG! She will work on language models and knowledge bases, inspired by cognitive science. She joins us after studying mathematics at Université Paris Cité and working at ENS. 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 22/05/2026We were happy to host Robert Wrembel from Poznan University of Technology (PUT) for an inspiring talk on Data Integration: Remaining Challenges and Research Paths. 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 20/05/2026Congratulations to our researchers on their accepted paper at IJCAI 2026 demo track! Zacchary Sadeddine and Fabian M. Suchanek: “Neuro-Symbolic Logical Reasoning with Textual Entailment (VANESSA)” Link: suchanek.name/work/publica... #IJCAI2026 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 20/05/2026Congratulations to our researchers on their accepted paper at IJCAI 2026 demo track! Samy Haffoudhi, Nikola Dobričić, Fabian Suchanek, and Nils Holzenberger: “LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation” Link: suchanek.name/work/publica... #IJCAI2026 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 28/04/2026We are excited to announce that the DIG team will co-organize the HiParis Symposium on Generative AI for Biochemistry and Health! For more details, refer to the official event link: hi-paris.fr/research/sym... 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 23/04/2026We are excited to announce that the DIG team will co-organize the 10th workshop on Automated Knowledge Base Construction (AKBC 2026)! It will take place at EMNLP 2026 in Budapest, and accepts vision, regular, and challenge papers. For more details, refer to the Workshop Link: www.akbc.ws/2026/. 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 23/04/2026We were happy to host Elena Simperl from King’s College London for an inspiring talk on Designing Better Knowledge Engineering Assistants. 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 23/04/2026Congratulations to Mehwish Alam for her successful Habilitation defense entitled "The Knowledge in Neurosymbolic Artificial Intelligence"! 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 05/04/2026Mohamed Islem KARA BERNOU is joining the DIG team for a PhD to work on verifying the outputs of language models with the help of knowledge bases. Welcome, Mohamed Islem KARA BERNOU! 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 17/03/2026We're happy to welcome Chenwei Wan to the DIG team as a research engineer! Chenwei will work on Non-named entity representation in knowledge bases, with the goal to start a thèse CIFRE with Schlumberger. Welcome, ChenWei! 010
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 13/03/2026Congratulations to Marc Jeanmougin and Théo Zimmermann for receiving the “Engagement, Pedagogy, and Teaching” award (emerging initiative category) from Institut Mines-Télécom (IMT) for their innovative course on open-source contributions! 001
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 09/03/2026Congratulations to Cristian Santini, Marieke van Erp, and Mehwish Alam for their EACL 2026 paper “It's All About the Confidence: An Unsupervised Approach for Multilingual Historical Entity Linking using Large Language Models”! PDF preprint at arxiv.org/pdf/2601.08500 #LLMarxiv.org 000
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 09/03/2026We're happy to launch our revamped BlueSky channel, Mastodon channel, and Website! Follow us for news on knowledge graphs, language models, foundational models, learning over tabular data, graph representation learning, graph mining, and stream mining! Web site and links: dig.telecom-paris.frdig.telecom-paris.frDATA, INTELLIGENCE & GRAPHSResearch Team @ Institut Polytechnique de Paris 000
Reposted by Data, Intelligence, and Graph Team @ Télécom ParisMehwish Alam @emalam.bsky.social · 06/01/2026Our article "It's All About the Confidence: An Unsupervised Approach for Multilingual Historical Entity Linking using LLMs" has been accepted to #eacl2026 Cristian Santini & Marieke van Erp. MHEL-LLaMo uses a combination of #slms and #llms for entity linking. Preprint: tinyurl.com/2h8uphyhhal.science 011
Reposted by Data, Intelligence, and Graph Team @ Télécom ParisFabian M. Suchanek @suchanek.name · 07/12/2025Our article on the societal challenges posed by Large Language Models is now available at SIGIR Forum: sigir.org/wp-content/u... Thanks to Zacchary Sadeddine, Winston Maxwell and @gaelvaroquaux.bsky.social ! 043
Reposted by Data, Intelligence, and Graph Team @ Télécom ParisMehwish Alam @emalam.bsky.social · 19/06/2025Thrilled to announce that our paper on “T-REX: Table – Refute or Entail eXplainer” w/ Tim Luka Horstmann and Baptiste Geisenberger has been accepted at #ecmlpkdd2025 - Demo track. It performs verification of factual claims over tabular data using #opensource #llms GitHub: shorturl.at/t715rt-rex.r2.enst.frT-REX: Table - Refute or Entail eXplainer 021
Data, Intelligence, and Graph Team @ Télécom Paris @dig-telecom-paris.bsky.social · 17/12/2025Hello World! Welcome to the Bluesky page of Data, Intelligence, and Graph team at Tèlècom Paris, Institut Polytechnique de Paris. Stay tuned for the highlights of the scientific activities of our team. For more details visit our website linked in Bio. 021