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Orca 2: Enhancing Reasoning in Smaller Language Models - Example from Benchmarks and Output

:::info
Authors:
(1) Arindam Mitra;
(2) Luciano Del Corro, work done while at Microsoft;
(3) Shweti Mahajan, work done while at Microsoft;
(4) Andres Codas, denote equal contributions;
(5) Clarisse Simoes, denote equal contributions;
(6) Sahaj Agarwal;
(7) Xuxi Chen, work done while at Microsoft;;
(8) Anastasia Razdaibiedina, work done while at Microsoft;
(9) Erik Jones, work done while at Microsoft;
(10) Kriti Aggarwal, work done while at Microsoft;
(11) Hamid Palangi;
(12) Guoqing Zheng;
(13) Corby Rosset;
(14) Hamed Khanpour;
(15) Ahmed Awadall.
:::
Table of Links
Abstract and Introduction
Preliminaries
Teaching Orca 2 to be a Cautious Reasoner
Technical Details
Experimental Setup
Evaluation Results
Limitations
Conclusions and References
A. AGIEval Subtask Metrics
B. BigBench-Hard Subtask Metrics
C. Evaluation of Grounding in Abstractive Summarization
D. Evaluation of Safety
E. Prompts used in Evaluation
F. Illustrative Example from Evaluation Benchmarks and Corresponding Model Outpu
F Illustrative Example from Evaluation Benchmarks and Corresponding Model Output

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:::info
This paper is available on arxiv under CC 4.0 license.
:::
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