Aditya Parameswaran Profile
Aditya Parameswaran

@adityagp

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associate prof @ucberkeley, co-director @ucbepic, cofounder @ponderdata (acq. @snowflakeDB) | on a mission to make data science effortless at scale | he/him

Berkeley, CA
Joined April 2008
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@adityagp
Aditya Parameswaran
3 days
RT @pgasawa: Instruct-tuned models are getting better at following instructions and ‘reasoning’ every day, but they’re shockingly poor at g…
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@adityagp
Aditya Parameswaran
23 days
RT @BikakisNikos: 𝗔𝗖𝗠 @SIGMOD 𝗕𝗹𝗼𝗴 𝗣𝗼𝘀𝘁 (, where @sihemameryahia @leibatt @dryifanhu @domoritz @adityagp discuss th…
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@adityagp
Aditya Parameswaran
26 days
RT @shao__meng: DocWrangler - built on top of DocETL, streamlines LLM data processing through interactive development and intelligent assis…
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@adityagp
Aditya Parameswaran
26 days
RT @sh_reya: Introducing 📜DocWrangler: an open-source IDE for AI-powered data processing with built-in prompt engineering guidance and outp…
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@adityagp
Aditya Parameswaran
1 month
This is a neat workshop on a timely topic run by some terrific folks - take a look!
@DAIS_workshop
DAIS@ICDE2025
1 month
📢 CFP for DAIS@ICDE 2025. The workshop will focus on exploring innovative approaches towards building data-aware compound AI systems in the #LLM era. 👉Submission: January 20, 2025, 11:59pm Pacific Time 👉Notification: February 20, 2025 Details:
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@adityagp
Aditya Parameswaran
3 months
RT @ajay_frontiers: Absolutely agree with all the DocETL testimonials. Has been fun with my personal and useful projects (3 and counting!…
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@adityagp
Aditya Parameswaran
3 months
RT @sh_reya: I always feel so thrilled to hear such DocETL testimonials. We are still in the “day zero” of the project; working tirelessly…
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@adityagp
Aditya Parameswaran
3 months
RT @sh_reya: We'll be presenting our MLOps paper at CSCW today! Session 3e: Trusting the Machine (Guanacaste 1); 2:30pm Costa Rica/12:30pm…
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@adityagp
Aditya Parameswaran
3 months
RT @MadelonHulsebos: Tables are a goldmine for accurate, fresh, domain data that LLMs should be grounded in for RAG, factver/QA, text2sql:…
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@adityagp
Aditya Parameswaran
3 months
RT @UCBIDS: 🎦 Watch the recording of Madelon Hulsebos's seminar at BIDS! "There is actually a lot of structured data available on the web..…
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@adityagp
Aditya Parameswaran
3 months
Open-rank search (unusual for EECS) - please RT and apply!
@Berkeley_EECS
UC Berkeley EECS
4 months
EECS is hiring! Open faculty positions are now available. We welcome applicants from all areas focusing on originality and research promise. Join us in shaping the future of EECS! #UCBerkeley #EECS 🔗 More info: 🔗
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@adityagp
Aditya Parameswaran
4 months
RT @GromitC: Organizing LLM calls in MapReduce fashion is extremely promising (not only for document processing)!
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@adityagp
Aditya Parameswaran
4 months
Thanks for having me! It was fun to reminisce about the CIDR’11 paper and talk about how we’re revisiting those ideas in an LLM context (CIDR’24 and beyond!)
@DisseminatePod
Disseminate: The Computer Science Research Podcast
4 months
🚨 NEW EPISODE: High Impact in Databases with... Aditya Parameswaran (@adityagp) is available now! 🎧 Listen on Apple ➡️ 🎧 Listen on Spotify ➡️
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@adityagp
Aditya Parameswaran
4 months
RT @aipengineer: Today, QuackChat brings you: - #DocETL Framework: @sh_reya from UC Berkeley's EPIC lab releases a new approach to documen…
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@adityagp
Aditya Parameswaran
4 months
RT @Smol_AI: [21 Oct 2024] Congrats to @sh_reya et al for finally publishing the DocETL paper! lots of great ideas in here, now with a det…
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@adityagp
Aditya Parameswaran
4 months
RT @GregKamradt: Shreya and team have put together a really unique way to think about long document processing as someone who's really int…
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@adityagp
Aditya Parameswaran
4 months
Excited that our DocETL preprint, led by @sh_reya - is out!! I'm particularly stoked about our 13 new rewrite "directives"—like rewrite rules, but more abstract—all entirely instantiated by LLM agents to rewrite pipelines into alternatives. All of these alternatives are evaluated by LLMs as well. To me, this work represents a great example of combining the best of what the DB and AI communities has to offer: declarative query specification + a methodical exploration of the search space to find performant (here mostly accuracy) query plans, coupled with LLM agents to instantiate and evaluate the query plans. Take a look and let us know what you think!!
@sh_reya
Shreya Shankar
4 months
Our (first) DocETL preprint is now on Arxiv! "DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing" It has been almost 2 years in the making, so I am very happy we hit this milestone :-)
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@adityagp
Aditya Parameswaran
4 months
RT @subZero_saj: 📢Excited to bring the DAIS workshop to ICDE'25 (w/ @SainyamGalhotra @FarihaAnna @MikeCafarella @sairamgv) The focus is on…
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@adityagp
Aditya Parameswaran
4 months
RT @MadelonHulsebos: Interested in making representation learning and generative models work for structured data (e.g. tables in relational…
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@adityagp
Aditya Parameswaran
4 months
One important direction we’re taking DocETL: more human input and feedback throughout the pipeline in a no-code interface. Take a look at our early ideas on this!
@sh_reya
Shreya Shankar
4 months
DocETL continues to evolve as a powerful system for LLM-powered data processing & analysis pipelines. Since I'm at UIST this week, this deep dive focuses on UI/UX insights for transforming unstructured data with LLMs--on complex tasks and the art of prompt engineering 🧠🔧
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