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Table Representation Learning research

@trl-research.bsky.social
234 followers 32 following 12 posts

Updates on community and events, such as the TRL workshop at NeurIPS 2024 and ACL 2025. Info: table-representation-learning.githu…

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Johannes Hoffart @hoffart.ai · 05/11/2025
SAP-RPT-1 is here: The foundation model for tabular data. Predict payment delays, ticket severity, churn and more with high accuracy and minimal setup. Try it now: * Playground: rpt.cloud.sap * Get open source: huggingface.co/SAP/sap-rpt-... * Read the paper: arxiv.org/abs/2506.10707
rpt.cloud.sap
SAP-RPT-1 Playground | Try with your own test data or SAP-provided example datasets
SAP-RPT-1 is a relational pretrained foundation model that delivers accurate predictive insights from structured business data. It uses in-context learning, allowing users to provide example records directly in API calls, to generate instant, reliable predictions without any model training.
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Madelon Hulsebos @madelonhulsebos.bsky.social · 17/11/2025
Are We Asking the Right Questions? With @daniel-gomm.bsky.social and @cowolff.bsky.social we wrote a reflection on ambiguity in natural language queries for tabular data analysis: What queries should we expect, facilitate? On what should tabular data analysis systems be evaluated, and how? See thrd
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Madelon Hulsebos @madelonhulsebos.bsky.social · 20/11/2025
Excited to introducd the SQaLe dataset for text-to-SQL training/tuning at scale. SQaLe is the first large-scale text-to-SQL dataset grounded in real schemas and covers a broad range of realistic queries (eg # joins, operations). SQaLe provides 517K high-quality question/schema/query triples 🤩.
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Paolo Papotti @papotti.bsky.social · 21/11/2025
New PhD position on Tool-Augmented LLMs for Enterprise Data AI 🚨 Starting in early 2026 under my academic supervision and hosted by the fantastic team at AILY LABS in Madrid or Barcelona Details reported in the link - please ping me for any question! www.linkedin.com/jobs/view/43...
linkedin.com
AILY LABS hiring PhD position (start: early 2026): Tool-Augmented LLMs for Enterprise Data AI in Barcelona, Catalonia, Spain | LinkedIn
Posted 11:18:12 AM. MissionPhD position (start: early 2026): Tool-Augmented LLMs for Enterprise Data AIIndustry hire at…See this and similar jobs on LinkedIn.
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Madelon Hulsebos @madelonhulsebos.bsky.social · 24/11/2025
Looking forward to hosting Irina Saparina (Univ. of Edinburgh, saparina.github.io) this Friday for a talk in the TRL Seminar on "From Implicit Bias to Explicit Choice: Handling Ambiguity in Text-to-SQL Parsing" 👀. 📆 Fri 28 Nov 4-5pm CEST 📍 CWI lobby 3:50pm or Zoom 👇 trl-lab.github.io/trl-seminar
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Madelon Hulsebos @madelonhulsebos.bsky.social · 23/09/2025
🚀 Excited to announce the AI for Tabular Data workshop at EurIPS 2025 in Copenhagen! CfP: sites.google.com/view/eurips2... (papers due 20 Oct) Join us @euripsconf.bsky.social to discuss neural tabular models and systems for predictive ML, tabular reasoning and retrieval, table synthesis and more ✨
Announcement for the EurIPS'25 Workshop on AI for Tabular Data. More information about the workshop can be found at: https://sites.google.com/view/eurips25-ai-td/home.
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Table Representation Learning research @trl-research.bsky.social · 30/07/2025
Join us tomorrow for 🔥 talks and chats at the Table Representation Learning workshop at ACL 2025 in Vienna! Check out the awesome program: table-representation-learning.github.io/ACL2025/ and excellent accepted papers at: aclanthology.org/2025.trl-1.0... 📍Room 2.15 🕘 9:00-17:30 Looking forward!
table-representation-learning.github.io
Table Representation Learning Workshop
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Madelon Hulsebos @madelonhulsebos.bsky.social · 30/07/2025
Excited to be at ACL! Join us at the Table Representation Learning workshop tomorrow in room 2.15 to talk about tables and AI. We also present a paper showing the sensitivity of LLMs in tabular reasoning to e.g. missing vals and duplicates, by @cowolff.bsky.social at 16:50: arxiv.org/abs/2505.07453
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Table Representation Learning research @trl-research.bsky.social · 08/04/2025
Good news for authors of submissions to the Table Representation Learning workshop @ ACL: we're extending the deadline a little bit. Papers are due 21 April. No exceptions from there :).
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ELLIS unit Amsterdam @ellisamsterdam.bsky.social · 19/03/2025
🚀 Under the recently established research theme on Table Representation Learning, @madelonhulsebos.bsky.social (CWI), @iacercalixto.bsky.social (Amsterdam UMC), Michael Cochez (VU) & Andrew Yates (UvA) organized a workshop focusing on representation learning and generative models
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Madelon Hulsebos @madelonhulsebos.bsky.social · 13/03/2025
Submissions (long and short) are due in roughly 4 weeks! ✨
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Table Representation Learning research @trl-research.bsky.social · 06/02/2025
We're excited to share that the 4th Table Representation Learning (TRL) workshop will be held at ACL 2025 in Vienna 🇪🇺 We invite papers on all things LLMs/ML and tabular data! table-representation-learning.github.io/ACL2025/ In 2025, TRL@ACL being in Europe and in summer complements TRL@NeurIPS ☀️
table-representation-learning.github.io
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Table Representation Learning research @trl-research.bsky.social · 06/02/2025
We're excited to share that the 4th Table Representation Learning (TRL) workshop will be held at ACL 2025 in Vienna 🇪🇺 We invite papers on all things LLMs/ML and tabular data! table-representation-learning.github.io/ACL2025/ In 2025, TRL@ACL being in Europe and in summer complements TRL@NeurIPS ☀️
table-representation-learning.github.io
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Madelon Hulsebos @madelonhulsebos.bsky.social · 07/01/2025
Join us on 27 Feb in Amsterdam for the ELLIS workshop on Representation Learning and Generative Models for Structured Data ✨ sites.google.com/view/rl-and-... Inspiring talks by @eisenjulian.bsky.social, @neuralnoise.com, Frank Hutter, Vaishali Pal, TBC. We welcome extended abstracts until 31 Jan!
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Madelon Hulsebos @madelonhulsebos.bsky.social · 18/12/2024
We’ve had a wonderful edition of the Table Representation Learning workshop @NeurIPS 2024! Thanks to all for bringing such great energy and contributions! This was the 3rd edition and it's so great to see the interest in ML for tables, as well as the diversity and quality of TRL research rising 🚀.
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Table Representation Learning research @trl-research.bsky.social · 14/12/2024
We’re starting again in 10 minutes, make sure to join the talk by Matei Zaharia, followed by contributed talks on text-to-SQL ✨
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Aécio Santos @aeciosan.bsky.social · 14/12/2024
@madelonhulsebos.bsky.social kicking off the 3rd Table Representation Learning workshop (@trl-research.bsky.social) at NeurIPS 2024. First keynote by @gaelvaroquaux.bsky.social.
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Johannes Hoffart @hoffart.ai · 14/12/2024
Have a look at our work on foundation models on tabular data, published today at #TRL @ #NeurIPS2024: 📜 PORTAL, an open weight and code foundation model trained on tabular data, and 📜 SALT, a real business data set containing millions of sales orders across multiple tables. Further details 👇
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Table Representation Learning research @trl-research.bsky.social · 14/12/2024
Join us for the Table Representation Learning workshop @NeurIPS: TODAY, 8:30am East Meeting Rm 11 & 12. Exciting program with @gaelvaroquaux.bsky.social, Yasemin Altun, Matei Zaharia, and @jpgard.bsky.social + amazing contributed talks and posters. Schedule: table-representation-learning.github.io
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Mihail Stoian @mihailstoian.bsky.social · 14/12/2024
Are you a fan of Parquet and at #NeurIPS2024 tomorrow? Let's meet at our poster at @trl-research.bsky.social to see how you can reduce your Parquet file sizes by up to 40%. Virtual compresses tables via functions while ensuring fast column scans. ⏰ 2.30pm 📍East Meeting Room 11 & 12
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Table Representation Learning research @trl-research.bsky.social · 09/12/2024
The 3rd Table Representation Learning (TRL) workshop at NeurIPS 2024 is approaching soon ✨ Join us Saturday 14 Dec from 8:30AM for an amazing program and discussions about all things neural models + tabular data (table-representation-learning.github.io ). Not in Vancouver? Join online neurips.cc 😎
table-representation-learning.github.io
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Gaël Varoquaux @gaelvaroquaux.bsky.social · 09/12/2024
I'm arriving at #NeurIPS2024. Looking forward to a great week; hit me up if you want to talk. My highlight: Saturday, talking about Table Foundation Models! (come really early, to hear me 😄) table-representation-learning.github.io
table-representation-learning.github.io
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Johannes Hoffart @hoffart.ai · 26/11/2024
Let me surface this again now that this place is more lively: Come join us at SAP in the US or Germany for a PhD Summer Internship in 2025 in Foundation Models on Structured Data, Table Representation Learning, LLMs and Knowledge Graphs! #MLInternships
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Table Representation Learning research @trl-research.bsky.social · 26/11/2024
Spotted @eisenjulian.bsky.social 👀 Follow Julian for TRL things @deep-mind.bsky.social! Also added him to the starterpack 👋. Please share if other folks have joined recently
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Table Representation Learning research @trl-research.bsky.social · 18/11/2024
🚀 The 60 Accepted Papers and (tentative) Program for the 3rd Table Representation Learning workshop @NeurIPS '24 are out at: table-representation-learning.github.io! Also, reply or DM @madelonhulsebos.bsky.social if you/others should be added to the TRL researcher starterpack: go.bsky.app/4SNSMRj!
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Table Representation Learning research @trl-research.bsky.social · 18/11/2024
🚀 The 60 Accepted Papers and (tentative) Program for the 3rd Table Representation Learning workshop @NeurIPS '24 are out at: table-representation-learning.github.io! Also, reply or DM @madelonhulsebos.bsky.social if you/others should be added to the TRL researcher starterpack: go.bsky.app/4SNSMRj!
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Madelon Hulsebos @madelonhulsebos.bsky.social · 18/11/2024
WIP starterpack w researchers on Table Representation Learning (TRL): all things related to representation learning and generative models for e.g. tables, DBs, spreadsheets! I'll curate but DM/reply w handle+some info welcome! Also follow @trl-research.bsky.social for updates 🤗 go.bsky.app/4SNSMRj
go.bsky.app
Table Representation Learning researchers
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Johannes Hoffart @hoffart.ai · 18/11/2024
We are looking for PhD summer interns for 2025 in the area of Foundation Models on Structured Data, Table Rep Learning, LLMs and Knowledge Graphs. If you want to work on groundbreaking research on the richest business data available, please reach out to me or apply here: jobs.sap.com/job/Berlin-P...
jobs.sap.com
PhD Intern (f/m/d) - Business AI Research
PhD Intern (f/m/d) - Business AI Research
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