Orca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Authors: Arindam Mitra; Luciano Del Corro, work done while at Microsoft; Shweti Mahajan, work done while at Microsoft; Andres Codas, denote equal contributions; Clarisse Simoes, denote equal contributions; Sahaj Agarwal; Xuxi Chen, work done while at Microsoft;; Anastasia Razdaibiedina, work done while at Microsoft; Erik Jones, work done while at Microsoft; Kriti Aggarwal, work done while at Microsoft; Hamid Palangi; Guoqing Zheng; Corby Rosset; Hamed Khanpour; Ahmed Awadall.
Eval Subtask Metrics B. BigBench-Hard Subtask Metrics C. Evaluation of Grounding in Abstractive Summarization D. Evaluation of Safety E. Prompts used in Evaluation F.
Eval Subtask Metrics A. Eval Subtask Metrics B. BigBench-Hard Subtask Metrics B. BigBench-Hard Subtask Metrics C. Evaluation of Grounding in Abstractive Summarization C. Evaluation of Grounding in Abstractive Summarization D. Evaluation of Safety D. Evaluation of Safety E. Prompts used in Evaluation E. Prompts used in Evaluation F. Illustrative Example from Evaluation Benchmarks and Corresponding Model Outpu F.
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Orca 2: Enhancing Reasoning in Smaller Language Models - Abstract and IntroductionOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
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Orca 2: Enhancing Reasoning in Smaller Language ModelsOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Read more »
Orca 2: Enhancing Reasoning in Smaller Language ModelsOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Read more »
Orca 2: Enhancing Reasoning in Smaller Language ModelsOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Read more »
Orca 2: Enhancing Reasoning in Smaller Language ModelsOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Read more »
Orca 2: Enhancing Reasoning in Smaller Language ModelsOrca 2 enhances small language models' reasoning by teaching diverse strategies for tasks, outperforming models up to 10x larger in complex benchmarks.
Read more »