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Our paper - "GCM: A Toolkit for Generating Synthetic Code-mixed Text" has been accepted at the 16th Conference of European Chapter of the Association for Computational Linguistics @eaclmeeting in the demo paper track.
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Mohd Sanad Zaki Rizvi
422 posts
Mohd Sanad Zaki Rizvi
@sanad_maker
M.S. Thesis @ U. of Edinburgh | Previously: Google Research India, Microsoft Research India | #nlproc #NLU #AI | Thoughts my own
India 加入时间 Nisan 2015
1.8K 关注418 粉丝
@Im_IrushiK I am guessing here but AWS like IaaS would be existing then. And Perl and PHP has been used for making websites and servers even Facebook started with PHP. Why do you need Docker or Kubernetes when you can build your own IaaS? And migrations/deployment can be done manually.
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LLMs are fluent today—but only by conquering hallucinations can they become truly trustworthy.
In my latest blog, I explore why this challenge matters, the most promising solutions, and what’s next for LLMs.
analyticsvidhya.com/blog/2025/09/r…
#AI #LLM #NLP #TrustworthyAI #ChatGPT
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Huge shout-out to my incredible collaborators Alex Murphy, Aden Haussmann, Ping Nie, Guifu Liu, @aryopg , & @PMinervini at @EdinburghNLP and @EdinburghUni! 🙌
This is a big step toward grounded, hallucination-free LLMs!
Check out our research & let’s discuss!
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🔍 Key takeaways:
✅ Faithful decoding + ReAct = better answer accuracy & recall across datasets.
✅ Thought-Action-Observation flows improve with these decoders.
✅ DoLa decoder on HotpotQA? Answer F1 ↑ 13.1 points! 📈
Better decoding = more reliable LLMs! 💡
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🚀 New ArXiv paper alert!
By combining agentic frameworks (ReAct) with smart decoders (DeCoRe, DoLa, CAD), we boost factual accuracy in complex reasoning tasks —reducing those annoying hallucinations! 🔥
🔗 Paper: arxiv.org/abs/2503.23415
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@sanad_maker @EdinburghNLP Congratulations Sanad!! Super proud and happy for you!
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I’m thrilled to share that I’ve graduated with Distinction from the M.S. Speech & Language Processing (NLP & AI) program at The University of Edinburgh @EdinburghNLP (1/n)
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@sanad_maker @EdinburghNLP A very hearty congratulations, Sanad 🥳
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@PMinervini @partha_p_t @monojitchou @fooobar @lai_cat_lai @EdinburghNLP @JangraAnubhav @shivanikapania @deepaknathani11 @BigAmeya @shaily99 @JainUmangi @Roprajo Thanks @EdinburghUni @EdUniStudents for giving me this great opportunity. (n/n)
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@PMinervini @partha_p_t @monojitchou @fooobar @lai_cat_lai And all the amazing people @EdinburghNLP, my friends @JangraAnubhav @shivanikapania @deepaknathani11 @BigAmeya @shaily99 @JainUmangi @Roprajo and more friends for being my rock like support entire time. You all know who you are! (6/n)
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