Table Representation Learning research
@trl-research.bsky.social
Updates on community and events, such as the TRL workshop at NeurIPS 2024 and ACL 2025.
Info: https://table-representation-learning.github.io/
Info: https://table-representation-learning.github.io/
Reposted by Table Representation Learning research
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
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
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.
rpt.cloud.sap
November 5, 2025 at 8:39 AM
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
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
Reposted by Table Representation Learning research
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
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
November 17, 2025 at 3:15 PM
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
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
Reposted by Table Representation Learning research
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 🤩.
SQaLe provides 517K high-quality question/schema/query triples 🤩.
November 20, 2025 at 10:59 AM
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 🤩.
SQaLe provides 517K high-quality question/schema/query triples 🤩.
Reposted by Table Representation Learning research
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...
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...
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.
www.linkedin.com
November 21, 2025 at 7:38 AM
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...
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...
Reposted by Table Representation Learning research
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
📆 Fri 28 Nov 4-5pm CEST
📍 CWI lobby 3:50pm or Zoom 👇
trl-lab.github.io/trl-seminar
November 24, 2025 at 5:39 PM
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
📆 Fri 28 Nov 4-5pm CEST
📍 CWI lobby 3:50pm or Zoom 👇
trl-lab.github.io/trl-seminar
Reposted by Table Representation Learning research
🚀 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 ✨
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 ✨
September 23, 2025 at 10:44 AM
🚀 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 ✨
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 ✨
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!
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 Workshop
TRL Workshop ---
table-representation-learning.github.io
July 30, 2025 at 10:31 PM
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!
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!
Reposted by Table Representation Learning research
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
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
July 30, 2025 at 10:24 PM
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
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
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 :).
April 8, 2025 at 9:55 AM
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 :).
Reposted by Table Representation Learning research
🚀 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
March 19, 2025 at 10:46 AM
🚀 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
Reposted by Table Representation Learning research
Submissions (long and short) are due in roughly 4 weeks! ✨
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 ☀️
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 Workshop
TRL Workshop ---
table-representation-learning.github.io
March 13, 2025 at 12:02 PM
Submissions (long and short) are due in roughly 4 weeks! ✨
Reposted by Table Representation Learning research
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 ☀️
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 Workshop
TRL Workshop ---
table-representation-learning.github.io
February 6, 2025 at 6:45 PM
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 ☀️
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 ☀️
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 ☀️
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 Workshop
TRL Workshop ---
table-representation-learning.github.io
February 6, 2025 at 6:45 PM
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 ☀️
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 ☀️
Reposted by Table Representation Learning research
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!
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!
January 7, 2025 at 6:46 PM
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!
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!
Reposted by Table Representation Learning research
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 🚀.
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 🚀.
December 18, 2024 at 7:18 PM
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 🚀.
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 🚀.
We’re starting again in 10 minutes, make sure to join the talk by Matei Zaharia, followed by contributed talks on text-to-SQL ✨
December 14, 2024 at 9:19 PM
We’re starting again in 10 minutes, make sure to join the talk by Matei Zaharia, followed by contributed talks on text-to-SQL ✨
Reposted by Table Representation Learning research
@madelonhulsebos.bsky.social kicking off the 3rd Table Representation Learning workshop (@trl-research.bsky.social) at NeurIPS 2024. First keynote by @gaelvaroquaux.bsky.social.
December 14, 2024 at 4:56 PM
@madelonhulsebos.bsky.social kicking off the 3rd Table Representation Learning workshop (@trl-research.bsky.social) at NeurIPS 2024. First keynote by @gaelvaroquaux.bsky.social.
Reposted by Table Representation Learning research
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 👇
📜 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 👇
December 14, 2024 at 5:56 PM
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 👇
📜 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 👇
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
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
December 14, 2024 at 3:34 PM
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
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
Reposted by Table Representation Learning research
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
Virtual compresses tables via functions while ensuring fast column scans.
⏰ 2.30pm
📍East Meeting Room 11 & 12
December 14, 2024 at 1:06 AM
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
Virtual compresses tables via functions while ensuring fast column scans.
⏰ 2.30pm
📍East Meeting Room 11 & 12
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 😎
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 Workshop
TRL Workshop ---
table-representation-learning.github.io
December 9, 2024 at 6:18 PM
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 😎
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 😎
Reposted by Table Representation Learning research
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
My highlight: Saturday, talking about Table Foundation Models! (come really early, to hear me 😄)
table-representation-learning.github.io
Table Representation Learning Workshop
TRL Workshop ---
table-representation-learning.github.io
December 9, 2024 at 4:19 PM
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
My highlight: Saturday, talking about Table Foundation Models! (come really early, to hear me 😄)
table-representation-learning.github.io
Reposted by Table Representation Learning research
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
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...
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...
PhD Intern (f/m/d) - Business AI Research
PhD Intern (f/m/d) - Business AI Research
jobs.sap.com
November 26, 2024 at 8:51 PM
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
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
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
I'll curate but DM/reply w handle+some info welcome! Also follow @trl-research.bsky.social for updates 🤗
go.bsky.app/4SNSMRj
Table Representation Learning researchers
Join the conversation
go.bsky.app
November 26, 2024 at 7:52 PM
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
Reposted by Table Representation Learning research
🚀 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!
Also, reply or DM @madelonhulsebos.bsky.social if you/others should be added to the TRL researcher starterpack: go.bsky.app/4SNSMRj!
November 18, 2024 at 7:56 PM
🚀 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!
Also, reply or DM @madelonhulsebos.bsky.social if you/others should be added to the TRL researcher starterpack: go.bsky.app/4SNSMRj!