Top Tweets for #ConstrainedDecoding
4/4
On symbolic reasoning benchmarks like GSM-symbolic and FOLIO, CRANE achieves:
π Up to +10% accuracy over prior constrained decoding methods
#ICML2025 #LLM #ConstrainedDecoding #FormalMethods
At #ICRA2025? Check out my student Yi @yiwu5csβs talk (TuCT1.4) at 3:30PM Tuesday in Room 302 at the Award Finalists 3 Session about how SELP Generates Safe and Efficient Plans for #Robot #Agents with #LLMs! #ConstrainedDecoding #LLMPlanner
@ieee_ras_icra
@PurdueCS
@anikbera
Our SELP paper is an #ICRA25 Best Paper Award Finalist, among a selected few from 4,153 submissions! π Proud of my PhD student @yiwu5cs & the team! https://t.co/FcRfWmY4GD
#robotics #LLM #ConstrainedDecoding #Agent #LLMPlanner @PurdueCS @anikbera @ieee_ras_icra
Our SELP paper is an #ICRA25 Best Paper Award Finalist, among a selected few from 4,153 submissions! π Proud of my PhD student @yiwu5cs & the team! https://t.co/FcRfWmY4GD
#robotics #LLM #ConstrainedDecoding #Agent #LLMPlanner @PurdueCS @anikbera @ieee_ras_icra
A creative use of constrained decoding to improve LLMs' capabilities for multi-step planning. Great to see novel applications like this for decoding techniques. Congrats to @ShamiikRoy , @sailiks , @DX89B , Saab Mansour, Arshit Gupta! #ConstrainedDecoding
Delighted to share our latest paper from @AmazonScience, "FLAP: Flow Adhering Planning with Constrained Decoding in LLMs", which just got accepted to #NAACL2024 main!
Work done in collaboration with my exceptional teammates @sailiks , @DX89B , Saab, and Arshit.
1/π§΅
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