We introduce Vicuna-13B, an open-source chatbot trained by fine-tuning LLaMA on user-shared conversations collected from ShareGPT. Preliminary evaluation using GPT-4 as a judge shows Vicuna-13B achieves more than 90%* quality of OpenAI ChatGPT and Google Bard while outperforming other models like LLaMA and Stanford Alpaca in more than 90%* of cases. The cost of training Vicuna-13B is around $300. The code and weights, along with an online demo, are publicly available for non-commercial use.
The ultimate guide to chatbot analytics. Find out what bot metrics and KPIs you should measure and discover easy ways to optimize your chatbot performance.
These measurements are indispensable for tracking the results of your chatbot, identifying any stumbling blocks and continuously improving its performance. But which metrics should you choose?
This is a sequel test after the chemical analysis and microbiological procedures have been conducted. The study determined the level of acceptability of the by-product of Talisay (Terminalia catappa) nuts specifically; Talisay Nuts Polvoron, Glazed Talisay Nuts, and Sugar-coated Talisay Nuts using sensory evaluation as to appearance, taste, aroma, sweetness, and texture. The responses of the food inclined participants are described yielding from the Hedonic Tests conducted and statistically treated. Results concluded that the developed products are remarkably acceptable and marketable.
J. Hammond, R. Rawlings, and A. Hall. RE '01: Proceedings of the 5th IEEE International Symposium on Requirements Engineering, page 102--109. Washington, DC, USA, IEEE Computer Society, (2001)
Y. Zhao, and G. Karypis. Proceedings of the Eleventh International Conference
on Information and Knowledge Management (CIKM-02), page 515--524. New York, ACM Press, (2002)
E. Spertus, M. Sahami, and O. Buyukkokten. KDD '05: Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, page 678--684. New York, NY, USA, ACM Press, (2005)
A. Gangemi, C. Catenacci, M. Ciaramita, and J. Lehmann. Proceedings of SWAP 2005, the 2nd Italian Semantic Web Workshop, Trento, Italy, December 14-16, 2005, CEUR Workshop Proceedings, (2005)
J. Houssart, and H. Evens. Proceedings of the sixth British Congress of Mathematics Education held at the University of Warwick, page 65-72. bsrlm, (2005)
H. Evens, and J. Houssart. Educational Research, 46 (3):
269-282(2004)This paper utilizes Toulmin's original framework to analyse over 400 answers given by 11-year-olds to a question on a written mathematics test. The question required children to say whether a given statement is true and give a written explanation. Categorizations of answers are developed from the data and examined, suggesting that many children appeared to understand the mathematics but were not able to give adequate explanations. Findings are also compared with other researchers' findings. In contrast to other studies, a large category of non-valid answers appear mathematical, but are largely restatement of the information the children were given. Although only a minority provided explanations deemed worthy of a mark, further analysis demonstrates greater degrees of comprehension than this suggests. Teaching strategies for building children's expressive and specifying skills are identified..
D. Hawking, N. Craswell, P. Thistlewaite, and D. Harman. WWW '99: Proceeding of the eighth international conference on World Wide Web, page 1321--1330. New York, NY, USA, Elsevier North-Holland, Inc., (1999)
R. Girju, P. Nakov, V. Nastase, S. Szpakowicz, P. Turney, and D. Yuret. Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007), page 13--18. Prague, Czech Republic, Association for Computational Linguistics, (June 2007)
G. Salton, and C. Buckley. SIGIR '88: Proceedings of the 11th annual international ACM SIGIR conference on Research and development in information retrieval, page 147--160. New York, NY, USA, ACM Press, (1988)
I. Szpektor, E. Shnarch, and I. Dagan. Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, page 456--463. Prague, Czech Republic, Association for Computational Linguistics, (June 2007)
S. Clark, and J. Curran. Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, page 248--255. Prague, Czech Republic, Association for Computational Linguistics, (June 2007)
R. Fagin, R. Kumar, and D. Sivakumar. SODA '03: Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms, page 28--36. Philadelphia, PA, USA, Society for Industrial and Applied Mathematics, (2003)
S. Alexander, and J. Hedberg. Proceedings of the IFIP TC3/WG3.2 Working Conference on the Seign, Implementation and Evaluation of Interactive Multimedia in University Settings, page 233--244. New York, NY, USA, Elsevier Science Inc., (1994)
A. Palmer, D. Tucker, W. Valentine, S. Roze, S. Gabriel, and D. Cordonnier. Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association, (xx Jun 2005)10.1093/ndt/gfh802.
A. Palmer, L. Annemans, S. Roze, M. Lamotte, R. Rodby, and D. Cordonnier. Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association, (xx Oct 2003)10.1093/ndt/gfg232.
B. Larsen, and C. Aone. KDD '99: Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, page 16--22. New York, NY, USA, ACM Press, (1999)
K. Papineni, S. Roukos, T. Ward, and W. Zhu. ACL '02: Proceedings of the 40th Annual Meeting on Association for Computational Linguistics, page 311--318. Morristown, NJ, USA, Association for Computational Linguistics, (2001)
T. Eliassi-Rad, and T. Critchlow. SAC '05: Proceedings of the 2005 ACM symposium on Applied computing, page 511--518. New York, NY, USA, ACM Press, (2005)
Y. Zhao, and G. Karypis. CIKM '02: Proceedings of the eleventh international conference on Information and knowledge management, page 515--524. New York, NY, USA, ACM Press, (2002)
J. West, A. Haake, E. Rozanski, and K. Karn. ETRA '06: Proceedings of the 2006 symposium on Eye tracking research & applications, page 149--154. New York, NY, USA, ACM Press, (2006)