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sales people with their deals. Briggs, who was previously CEO at Diffeo, is the Senior
Director of Product Management, and helped in the creation of this AI assistant. This technology comes from Salesforce's acquisition of Diffeo, which also brought them
1233:
278:
from 2012 to 2014, the co-founders of Diffeo released a public dataset of timestamped news and blogs spanning approximately 12,000 hours. The KBA track aimed to measure approaches to accelerating the assimilation of knowledge into
182:
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.
1530:
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246:. 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
253:
920:
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FinTech grand prize, was selected into the 2018 FinTech
Innovation Lab and was one of 13 companies in the 2017 Salesforce AI Incubator. Diffeo won the
1505:
1247:
390:
1525:
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1105:
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1231:, Roberts, Daniel; Kleiman-Weiner, Max & Frank, John et al., "Entity-centric Knowledge Discovery", issued 2016-03-11
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where the founding team organized the
Knowledge Base Acceleration (KBA) evaluation to measure the effectiveness of recommender engines.
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that developed a collaborative intelligence text mining product for defense, intelligence and financial services customers.
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The company's researchers published papers and open source code on machine learning techniques including
Jacobian
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1268:
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382:
359:
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Evaluating Stream
Filtering for Entity Profile Updates in TREC 2012, 2013, and 2014, KBA Track Overview
661:
612:
238:
In 2016, the company raised a seed round of approximately two million dollars from investors including
1458:
1314:
1228:
1002:
Hoffman, Judy; Roberts, Daniel A.; Yaida, Sho (2019). "Robust
Learning with Jacobian Regularization".
948:
Frank, John R.; Kleiman-Weiner, Max; Roberts, Daniel A.; Voorhees, Ellen; Soboroff, Ian (2014-11-01).
1024:
989:
NIST Special
Publication 500-319: The Twenty-Fourth Text REtrieval Conference Proceedings (TREC 2015)
1109:
959:
NIST Special
Publication 500-308: The Twenty-Third Text REtrieval Conference Proceedings (TREC 2014)
597:
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John R. Frank, Daniel A. Roberts, Max
Kleiman-Weiner, Jason Briggs, Emily Pavlini, Aaron Taylor
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1151:"Salesforce launches AI-powered relationship research as part of its B2B industry pitch"
1032:
2019 57th Annual
Allerton Conference on Communication, Control, and Computing (Allerton)
274:
for end users. As part of running the Knowledge Base Acceleration (KBA) track in NIST's
351:
311:
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219:
45:
20:
1479:
760:
434:
1067:
1290:"Meet the Startups, Introducing the 13 startups of the Salesforce Incubator Batch"
1049:
1132:. 2015 Open Data Science Conference (ODSC). Boston, Massachusetts. Archived from
222:, which two of the cofounders were learning about in a class about blackholes by
371:
355:
227:
1182:
493:
455:
186:
1248:"MassChallenge FinTech Announces $ 200K to Top Startups in Inaugural Program"
322:
How many days must a news article wait before being cited in Knowledge (XXG)?
1082:"GitHub - diffeo/kodama: Fast hierarchical agglomerative clustering in Rust"
413:
367:
347:
243:
215:
33:
724:"Max Kleiman-Weiner - Max Kleiman-Weiner, PhD: 2011 Hertz Fellows Progress"
825:
362:. For example, the product has plugins that enable it to analyze a user's
104:
Andrew Gallant, Tom DuBois, Geof Milstein, Cogan Culver, Keith Gabryelski
330:
Time series histogram of article counts in the TREC KBA Streamcorpus at
636:
549:
1086:
363:
826:"Hack/reduce Launch - Diffeo's Roberts: Google Has Some Competition"
1091:
1040:
1008:
520:
214:, Dan Roberts, Max Kleiman-Weiner, and John Frank, a co-founder of
1176:"Accelerate discovery with Diffeo's AI-powered research assistant"
445:
419:
407:
325:
317:
252:
310:
In 2021, Salesforce announced an AI-powered assistant that helps
519:
Hierarchical agglomerative clustering library written in Rust:
448:, and won the grand prize in the NGA Disparate Data Challenge.
544:
http://s3.amazonaws.com/aws-publicdatasets/trec/kba/index.html
332:
http://s3.amazonaws.com/aws-publicdatasets/trec/kba/index.html
155:
742:
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The Diffeo product, Diffeo Enterprise HierCoref (DEHC), is a
257:
Diffeo team winning big check at NGA Disparate Data Challenge
803:
665:
1438:"Diffeo wins grand prize in NGA's Disparate Data Challenge"
705:
570:"Never Search Again: Getting AI to Comply Series, Part III"
158:
146:
819:
817:
525:
19:
For isomorphism of smooth manifolds in mathematics, see
896:"Diffeo buys Meta search in search discovery tech push"
530:
346:
that allows users to "invite" an agent into their work
270:
and evaluation protocols for measuring the benefits of
1417:"NGA Awards $ 50k to Disparate Data Challenge Winners"
1375:"DARPA Memex: how it works and what it's up to really"
1023:
Dirie, Abdi-Hakin; Abid, Abubakar; Zou, James (2019).
507:
1106:"Collaborative Intelligence: Diffeo Product Overview"
1025:"Contrastive Multivariate Singular Spectrum Analysis"
354:
and recommend related entities that it identifies by
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40:
1292:. Salesforce AppExchange on Medium.com. 2017-04-25
1354:"DARPA Google Killer Builder available to public"
921:"Meta search has a killer product and here's why"
1531:Defunct software companies of the United States
943:
941:
939:
937:
185:Diffeo was founded in 2012 and was acquired by
978:Yang, Hui; Frank, John; Soboroff, Ian (2015).
914:
912:
218:. The name Diffeo comes from a shortening of
16:American knowledge discovery software company
8:
631:
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26:
1126:Machine-in-the-loop for Knowledge Discovery
588:
586:
441:'s 2015 Newman Entrepreneurial Initiative.
226:. Diffeo was one of the first residents in
1330:"DARPA, NASA, and partners show off Memex"
594:"How it works: collaborative intelligence"
32:
25:
1440:(Press release). newswire.com. 2016-10-27
1419:. Intelligence Community News. 2016-11-07
1039:
1007:
1459:"Diffeo, A Winning Data Fusion Solution"
1315:"The Newman Entrepreneurial Initiative"
981:TREC 2015 Dynamic Domain Track Overview
687:"Daniel Roberts, PhD; 2009 Herz Fellow"
561:
1521:Software companies established in 2012
1516:American companies established in 2012
1269:"2018 FinTech Innovation Lab Demo Day"
296:hierarchical agglomerative clustering
7:
548:TREC KBA corpus information at NIST
444:The company was also a performer in
377:The company's user meetings, called
637:"Knowledge Base Acceleration Track"
550:https://trec.nist.gov/data/kba.html
381:brought together speakers from the
1123:Kleiman-Weiner, Max (2015-06-19).
113:collaborative machine intelligence
14:
424:Figure 3 from US Patent 9,275,132
210:The company was founded by three
189:in 2019. The company grew out of
761:"John Frank - 1998 Hertz Fellow"
521:https://github.com/diffeo/kodama
458:
139:
1506:Business intelligence companies
1328:Brewster, Thomas (2015-04-17).
1250:. MassChallenge.org. 2019-06-25
379:The AI<>Tradecraft Forum,
1204:"AI <> Tradecraft Forum"
611:Arnold, Stephen (2020-06-30).
1:
1526:2019 mergers and acquisitions
1050:10.1109/ALLERTON.2019.8919886
266:Diffeo's research focused on
1206:. 2019-03-19. Archived from
1181:. 2018-07-19. Archived from
1108:. 2018-10-22. Archived from
919:Martin, Dylan (2017-01-10).
613:"Salesforce Acquires Diffeo"
596:. 2018-05-14. Archived from
412:A Diffeo Company Meeting at
1496:Business software companies
1491:Data visualization software
1398:. challenge.gov. 2016-09-19
898:(Press release). 2017-01-10
867:"Diffeo - Basis Technology"
65:; 12 years ago
1547:
1396:"Disparate Data Challenge"
824:Kelly, Jeff (2012-11-13).
474:Collaborative intelligence
292:singular spectrum analysis
18:
542:TREC KBA Streamcorpus at
479:Text Retrieval Conference
387:US Intelligence Community
276:Text Retrieval Conference
195:Text Retrieval Conference
31:
489:Named-entity recognition
338:Product & technology
91:Cambridge, Massachusetts
358:the Web and the user's
1501:Data analysis software
1034:. pp. 1122–1127.
425:
417:
383:information extraction
334:
323:
283:like Knowledge (XXG).
258:
779:"Peter Strauss Award"
741:Kleiman-Weiner, Max.
526:https://trec-kba.org/
446:DARPA's Memex program
423:
411:
350:in order to identify
329:
321:
300:entity disambiguation
256:
783:The Hertz Foundation
765:The Hertz Foundation
743:"Max Kleiman-Weiner"
531:https://trec-dd.org/
515:Diffeo on Github.com
433:Diffeo won the 2019
272:recommender engines
268:recommender engines
28:
536:2020-12-09 at the
484:Recommender engine
426:
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395:United States Army
344:recommender engine
335:
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1059:978-1-7281-3151-1
385:industry and the
360:data repositories
224:Andrew Strominger
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662:"About - Diffeo"
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643:.gov. 2014-06-30
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306:Post-Acquisition
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240:Basis Technology
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1313:(2015-12-21).
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1155:diginomica.com
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1139:on 2020-12-02.
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1112:on 2020-11-26.
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704:Roberts, Dan.
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706:"Dan Roberts"
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1463:. Retrieved
1461:. 2016-11-09
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1377:. 2015-09-20
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1271:. 2018-06-25
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1208:the original
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1157:. 2021-06-09
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875:the original
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848:. 2016-10-07
846:"SEC Form D"
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572:. 2018-10-18
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