Think2SQL: Bridging the Reasoning Gap in Text-to-SQL for Small LLMs
Leveraging RL with our reward mechanism, we push Qwen-Coder-2.5 7B to performance on par with much larger LLMs (>400B) on the BIRD dataset! π€―
Model: huggingface.co/simone-papic...
Paper: huggingface.co/papers/2504....
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A huge thanks to @madelonhulsebos.bsky.social and the entire organizing team for putting together such an engaging and insightful workshop.
There were great discussions, valuable perspectives, and an inspiring research community. I look forward to the next one!β¨
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π In our previous work, in collaboration with @papotti.bsky.social and Luca Cagliero, we introduced DAMBER (Data-Ambiguity Tester)βa tool designed to systematically analyze and evaluate ambiguous queries. Exciting developments are on the way; stay tuned for our follow-up project! π
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π Had an amazing time at the @ellisamsterdam.bsky.social for the Workshop on Representation Learning and Generative Models for Structured Data, presenting how ambiguity impacts performance in Text2SQL evaluation πΆβπ«οΈ
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CTO at Databricks and CS professor at UC Berkeley. https://people.eecs.berkeley.edu/~matei/
NLP/ML @usc, @uwcse. she/her.πΉπ€π©π»βπ³. velocitycavalry.github.io. Multilinguality, retrieval, refining LLMsβ¦
Assistant Professor "AutoML and Optimization" @ Lamarr institute and @tu-dortmund.bsky.social. Working on #AutoML, #HPO, #TabularData #OpenML #Benchmarking
Postdoc @ Brown DSI
VP R&D @ ClearMash
π¬ Passionate about high-fidelity numerical representations of reality, aligned with human perception.
https://omri.alphaxiv.io/
#nlp #multimodality #retrieval #hci #multi-agent
https://Answer.AI & https://fast.ai founding CEO; previous: hon professor @ UQ; leader of masks4all; founding CEO Enlitic; founding president Kaggle; various other stuffβ¦
San Diego Dec 2-7, 25 and Mexico City Nov 30-Dec 5, 25. Comments to this account are not monitored. Please send feedback to townhall@neurips.cc.
Prof at Eurecom, studying and sometimes contributing to probabilistic machine learning, generative modeling, stochastic processes. https://michiard.eurecom.io/
Professor Class 2 in ML @EURECOM π«π· |
Visiting Senior Lecturer @King's College London π¬π§
Statistics, machine learning, numerics, and simulation at EURECOM.
Professor in Computer Security @EURECOM
Ex Defcon CTF organizer with @oooverflow
Group Leader - AI and data infrastructure for science at
UChicago/Argonne/Globus - UofIllinois alum. materials, chemistry, physics. Opinions are my own.π€π¬
PhD student @MIT ChemE & CompSci | MSc ETH Chemistry @ETH Zurich | prev ML scientist @entalpicai
passionate about spectroscopy, improv theatre, and everything in between.
Professor, Head of Digital and Data-Driven Chemistry, School of Chemistry and Chemical Engineering at @unisouthampton.bsky.social
Associate Editor at Chemical Science (@roysocchem.bsky.social)
structure prediction, materials discovery