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Merge pull request #38 from eltociear/patch-1
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Micheallei committed Apr 23, 2024
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Expand Up @@ -46,7 +46,7 @@ We believe that by adopting a holistic perspective, we can incorporate the major
<td> <img src="./assets/reclm-gen.png" alt="Generative RecLM " /> </td>
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<strong style="font-size:3vw"> <a href="https://github.com/microsoft/RecAI/blob/main/RecLM-gen/README.md" style="color: #0000FF; text-decoration: underline;"> Generative RecLM </a></strong> </br>
It's important to note that data patterns vary significantly across domains, meaning a general-purpose LLM may not deliver optimized performance within a specific domain. To adapt to specific domain data patterns, grounding to domain item catelogs, and enhance instruction-following capability, this project discusses the process of fine-tuning a generative Language Model for recommenders, referred to as RecLM-gen. Techniques include supervised finetuning (SFT) and reinforcement learning (RL). Potential applications of this approach include rankers, conversational recommenders, and user simulators.
It's important to note that data patterns vary significantly across domains, meaning a general-purpose LLM may not deliver optimized performance within a specific domain. To adapt to specific domain data patterns, grounding to domain item catalogs, and enhance instruction-following capability, this project discusses the process of fine-tuning a generative Language Model for recommenders, referred to as RecLM-gen. Techniques include supervised finetuning (SFT) and reinforcement learning (RL). Potential applications of this approach include rankers, conversational recommenders, and user simulators.
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