Diffeo (company)

Diffeo (/dɪfˈiːoʊ/ dif-E-oh) is a software company that developed a collaborative intelligence text mining product for defense, intelligence and financial services customers. The Diffeo product is a recommender engine that analyzes text in a user's working documents, such as draft emails and web pages, identifying named entities and proposing related entities.[1][2][3][4][5][6][7]

Diffeo, Inc.
TypeAcquired by Salesforce.com
IndustrySoftware
Founded2012 (2012)
FoundersJohn R. Frank, Daniel A. Roberts, Max Kleiman-Weiner, Jason Briggs, Emily Pavlini, Aaron Taylor
Headquarters
Cambridge, Massachusetts, U.S.
Key people
Andrew Gallant, Tom DuBois, Geof Milstein, Cogan Culver, Keith Gabryelski
Productscollaborative machine intelligence
Websitediffeo.com

Diffeo was founded in 2012 and acquired by Salesforce in 2019.[8][9][10] The company grew out of NIST's Text Retrieval Conference where the founding team organized the Knowledge Base Acceleration (KBA) evaluation to measure the effectiveness of recommender engines.[11][12]

History

The company was founded by three Hertz Fellows,[13] Dan Roberts,[14][15] Max Kleiman-Weiner,[16][17] and John Frank,[18][19] a co-founder of MetaCarta.[20] The name Diffeo comes from a shortening of diffeomorphism, which two of the cofounders were learning about in a class about blackholes by Andrew Strominger.[21] Diffeo was one of the first residents in hack/reduce.[21]

In 2016, the company raised a seed round of approximately two million dollars[22] from investors including Basis Technology[23] and Carahsoft. Also in 2016, Diffeo acquired Meta, a search engine company founded by Jason Briggs, Emily Pavlini, and Aaron Taylor through a business plan competition at Williams College.[24][25][26][27][28][29][30]

Diffeo team winning big check at NGA Disparate Data Challenge[29]

Research

Diffeo's research focused on recommender engines and evaluation protocols for measuring the benefits of recommender engines for end users.[31][32] As part of running the Knowledge Base Acceleration (KBA) track in NIST's Text Retrieval Conference from 2012 to 2014,[31] the co-founders of Diffeo released a public dataset of timestamped news and blogs spanning approximately 12,000 hours.[11] The KBA track aimed to measure approaches to accelerating the assimilation of knowledge into knowledge bases like Wikipedia.[31]

The company's researchers published papers and open source code on machine learning techniques including Jacobian regularization,[33] singular spectrum analysis,[34] and hierarchical agglomerative clustering for entity disambiguation.[35][3][4][36]

How many days must a news article wait before being cited in Wikipedia?[31]
Time series histogram of article counts in the TREC KBA Streamcorpus at http://s3.amazonaws.com/aws-publicdatasets/trec/kba/index.html

Product & technology

The Diffeo product, Diffeo Enterprise HierCoref (DEHC), is a recommender engine that allows users to "invite" an agent into their work documents in order to identify named entities and recommend related entities that it identifies by crawling the Web and the user's data repositories. For example, the product has plugins that enable it to analyze a user's emails and web pages open in their web browser.[37]

The company's user meetings, called The AI<>Tradecraft Forum, brought together speakers from the information extraction industry and the US Intelligence Community, including NGA, United States Army, AFOSI, and NSA.[38][39][40][41][42]

A Diffeo Company Meeting at Carahsoft in 2019
Figure 3 from US Patent 9,275,132[43]

Awards

Diffeo won the 2019 MassChallenge FinTech grand prize,[44] was selected into the 2018 FinTech Innovation Lab[45] and was one of 13 companies in the 2017 Salesforce AI Incubator.[46] Diffeo won the Hertz Foundation's 2015 Newman Entrepreneurial Initiative.[47]

The company was also a performer in DARPA's Memex program,[48][49][50] and won the grand prize in the NGA Disparate Data Challenge.[51][52][53][54]

See also

References
  1. Adam, Smith (2018-06-29). "Diffeo might just become your own personal research assistant". Bostinno. Retrieved 2020-11-04.
  2. "Never Search Again: Getting AI to Comply Series, Part III". 2018-10-18. Retrieved 2020-11-04.
  3. "How it works: collaborative intelligence". 2018-05-14. Archived from the original on 2020-11-26.
  4. "Collaborative Intelligence: Diffeo Product Overview". 2018-10-22. Archived from the original on 2020-11-26.
  5. "Diffeo's Collaborative Learning Loop" (PDF). Archived from the original (PDF) on 2020-11-26.
  6. "Collaborate with AI (HLT) agents: Find knowledge you are missing in your tools and data" (PDF). 2017. Archived from the original (PDF) on 2020-11-26.
  7. "Apps for Government Healthcare IT Services and more". 2019-03-12. Archived from the original on 2020-11-26.
  8. Arnold, Stephen (2020-06-30). "Salesforce Acquires Diffeo". ArnoldIT.com. Retrieved 2020-11-04.
  9. "salesforce.com, inc. 2020 Proxy Statement". SEC.gov. 2020-06-11. Retrieved 2020-11-04.
  10. "salesforce.com, inc. List of Subsidiaries". SEC.gov. 2020-01-31. Retrieved 2020-11-04.
  11. "Knowledge Base Acceleration Track". NIST.gov. 2014-06-30. Retrieved 2020-11-04.
  12. "About Diffeo". Archived from the original on 2019-07-30. Retrieved 2020-11-17.
  13. "About - Diffeo". Archived from the original on 2018-08-30. Retrieved 2018-08-30.
  14. "Daniel Roberts - Fannie and John Hertz Foundation - Empowering Limitless Progress".
  15. "Dan Roberts".
  16. "Max Kleiman-Weiner - Fannie and John Hertz Foundation - Empowering Limitless Progress".
  17. "Max Kleiman-Weiner".
  18. "John Frank - Fannie and John Hertz Foundation - Empowering Limitless Progress".
  19. "Since 2011, the Peter Strauss Award has recognized our most enterprising early career Hertz Fellows". Retrieved 2020-11-04.
  20. "John R. Frank".
  21. Kelly, Jeff (2012-11-13). "Hack/reduce Launch - Diffeo's Roberts: Google Has Some Competition". Retrieved 2020-11-04.
  22. "SEC Form D". 2016-10-07. Retrieved 2020-11-04.
  23. "Diffeo - Basis Technology". Retrieved 2020-11-04.
  24. "Diffeo incorporates Meta search technology". ArnoldIT.com. 2017-03-24. Retrieved 2020-11-04.
  25. "Diffeo acquires Meta search and launches new offering" (Press release). Newswire.com. 2017-01-10. Retrieved 2020-11-04.
  26. "Aaron Taylor".
  27. "Diffeo buys Meta search in search discovery tech push" (Press release). 2017-01-10. Retrieved 2020-11-04.
  28. "Diffeo acquires Meta search and launches cloud search". 2017-01-10. Retrieved 2020-11-04.
  29. Martin, Dylan (2017-01-10). "Meta search has a killer product and here's why". Bostinno. Retrieved 2020-11-04.
  30. "Lever Inc - Congrats to Jason Briggs and the Diffeo team for joining with Salesforce". 2020-06-16.
  31. Frank, John R.; Kleiman-Weiner, Max; Roberts, Daniel A.; Voorhees, Ellen; Soboroff, Ian (2014-11-01). Evaluating Stream Filtering for Entity Profile Updates in TREC 2012, 2013, and 2014, KBA Track Overview (PDF). NIST Special Publication 500-308: The Twenty-Third Text REtrieval Conference Proceedings (TREC 2014). Retrieved 2020-11-04.
  32. Yang, Hui; Frank, John; Soboroff, Ian (2015). TREC 2015 Dynamic Domain Track Overview (PDF). NIST Special Publication 500-319: The Twenty-Fourth Text REtrieval Conference Proceedings (TREC 2015).
  33. Hoffman, Judy; Roberts, Daniel A.; Yaida, Sho. "Robust Learning with Jacobian Regularization". S2CID 199472620. Cite journal requires |journal= (help)
  34. Dirie, Abdi-Hakin; Abid, Abubakar; Zou, James (2019). "Contrastive Multivariate Singular Spectrum Analysis" (PDF). 2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton). pp. 1122–1127. arXiv:1810.13317. doi:10.1109/ALLERTON.2019.8919886. ISBN 978-1-7281-3151-1. S2CID 53074935.
  35. "GitHub - diffeo/kodama: Fast hierarchical agglomerative clustering in Rust". Archived from the original on 2020-11-26.
  36. Kleiman-Weiner, Max (2015-06-19). Machine-in-the-loop for Knowledge Discovery (PDF). 2015 Open Data Science Conference (ODSC). Boston, Massachusetts. Archived from the original (PDF) on 2020-12-02.
  37. "Accelerate discovery with Diffeo's AI-powered research assistant" (PDF). 2018-07-19. Archived from the original on 2020-11-18. Retrieved 2020-11-04.
  38. "Intelligent search creates connection" (PDF).
  39. "Computable Insights Software License".
  40. "A new kind of discovery. Interactive Machine Learning" (PDF).
  41. "Diffeo Analytical Tradecraft and Technology Forum". 2018-06-06. Archived from the original on 2020-11-18. Retrieved 2020-11-04.
  42. "AI <> Tradecraft Forum". 2019-03-19. Archived from the original on 2020-11-18. Retrieved 2020-11-04.
  43. US 9275132, Roberts, Daniel; Max Kleiman-Weiner & John Frank et al., "Entity-centric Knowledge Discovery", issued 2016-03-11
  44. "MassChallenge FinTech Announces $200K to Top Startups in Inaugural Program". MassChallenge.org. 2019-06-25. Retrieved 2020-11-04.
  45. "2018 FinTech Innovation Lab Demo Day". 2018-06-25. Retrieved 2020-11-04.
  46. "Meet the Startups, Introducing the 13 startups of the Salesforce Incubator Batch". Salesforce AppExchange on Medium.com. 2017-04-25. Retrieved 2020-11-04.
  47. Hertz Foundation (2015-12-21). "The Newman Entrepreneurial Initiative" (Press release).
  48. Brewster, Thomas (2015-04-17). "DARPA, NASA, and partners show off Memex". Forbes. Retrieved 2020-11-04.
  49. "DARPA Google Killer Builder available to public". 2015-04-17. Retrieved 2020-11-04.
  50. "DARPA Memex: how it works and what it's up to really". 2015-09-20. Retrieved 2020-11-04.
  51. "Disparate Data Challenge". challenge.gov. 2016-09-19. Retrieved 2020-11-04.
  52. "NGA Awards $50k to Disparate Data Challenge Winners". Intelligence Community News. 2016-11-07. Retrieved 2020-11-04.
  53. "Diffeo wins grand prize in NGA's Disparate Data Challenge" (Press release). newswire.com. 2016-10-27. Retrieved 2020-11-04.
  54. "Diffeo, A Winning Data Fusion Solution". 2016-11-09. Retrieved 2020-11-04.
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