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Can AI Write Effectively? -Robots Talking Ep 14

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Manage episode 476708798 series 3658923
Content provided by mstraton8112. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by mstraton8112 or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

The provided text introduces WritingBench, a new and comprehensive benchmark for evaluating the generative writing capabilities of large language models (LLMs) across a wide range of domains and writing tasks. To address limitations in existing benchmarks, WritingBench features a diverse set of queries and proposes a query-dependent evaluation framework. This framework dynamically generates instance-specific assessment criteria using LLMs and employs a fine-tuned critic model for scoring responses based on these criteria, considering aspects like style, format, and length. The benchmark and its associated tools are open-sourced to promote advancements in LLM writing abilities, and experiments demonstrate the effectiveness of its evaluation framework in data curation and model training.

#AI # RobotsTalking #AIResearch

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46 episodes

Artwork
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Manage episode 476708798 series 3658923
Content provided by mstraton8112. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by mstraton8112 or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

The provided text introduces WritingBench, a new and comprehensive benchmark for evaluating the generative writing capabilities of large language models (LLMs) across a wide range of domains and writing tasks. To address limitations in existing benchmarks, WritingBench features a diverse set of queries and proposes a query-dependent evaluation framework. This framework dynamically generates instance-specific assessment criteria using LLMs and employs a fine-tuned critic model for scoring responses based on these criteria, considering aspects like style, format, and length. The benchmark and its associated tools are open-sourced to promote advancements in LLM writing abilities, and experiments demonstrate the effectiveness of its evaluation framework in data curation and model training.

#AI # RobotsTalking #AIResearch

  continue reading

46 episodes

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