Top Tweets for #DeepRetrieval
📍Turning off #DeepRetrieval in a recommendation system likely aims to improve either the speed or efficiency of recommendations, potentially at the cost of some accuracy or depth! This suggests that the previous #DeepRetrievalMethod was computationally expensive or slow, & the change is an attempt to make recommendations Faster🥳..😷🍁
#HappyYadav
📣 Excited to share #DeepRetrieval - our novel approach using reinforcement learning for query augmentation in information retrieval!
🚀 Our preliminary results (we got on Feb 16) CRUSH previous SOTA:
60.8% vs 24.7% recall on PubMed search engine
70.8% vs 32.1% recall on ClinicalTrial search engine
with a SMALLER model (3B vs 7B)
💡NO supervision data:
- [no💰] vs [💰💰💰💰...] on creating augmented queries from ChatGPT/Claude!
💻 Github: https://t.co/8RW7P7jyuO
📝 Preliminary Technical Report: https://t.co/KIxjlNJLVv
🔬 Currently testing on general IR datasets and with dense retrieval methods
📝 Full paper with more results will be released soon.
Just created this X account to share this breakthrough - follow for more NLP+IR research! #NLP #IR #MachineLearning #LLM #AAAI2025
![patpcj's tweet photo. 📣 Excited to share #DeepRetrieval - our novel approach using reinforcement learning for query augmentation in information retrieval!
🚀 Our preliminary results (we got on Feb 16) CRUSH previous SOTA:
60.8% vs 24.7% recall on PubMed search engine
70.8% vs 32.1% recall on ClinicalTrial search engine
with a SMALLER model (3B vs 7B)
💡NO supervision data:
- [no💰] vs [💰💰💰💰...] on creating augmented queries from ChatGPT/Claude!
💻 Github: https://t.co/8RW7P7jyuO
📝 Preliminary Technical Report: https://t.co/KIxjlNJLVv
🔬 Currently testing on general IR datasets and with dense retrieval methods
📝 Full paper with more results will be released soon.
Just created this X account to share this breakthrough - follow for more NLP+IR research! #NLP #IR #MachineLearning #LLM #AAAI2025](https://pbs.twimg.com/media/Gk96mWBWsAAVasf.jpg)
Pupils @woodberrydownN4 are always given the opportunity to explore and verify their answers which makes learning deeper! #reasoning #deepretrieval @rjmgteach @mr_spenny @MsCDrake @ShacklewellE8 @woodberrydownN4 @Grazebrook_Pri @DuncanKilty @msjhutchison @hewie_derek

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