SpeakWrite, LLCDownload PDFPatent Trials and Appeals BoardMar 30, 20212020000176 (P.T.A.B. Mar. 30, 2021) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www.uspto.gov APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 15/479,695 04/05/2017 Richard Jackson 1730-702USPT 1032 58687 7590 03/30/2021 DUBOIS, BRYANT, & CAMPBELL, LLP 303 Colorado Street Suite 2300 AUSTIN, TX 78701 EXAMINER ROBERTS, SHAUN A ART UNIT PAPER NUMBER 2657 NOTIFICATION DATE DELIVERY MODE 03/30/2021 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address(es): BWIESE@DBCLLP.COM CHEUSMANN@DBCLLP.COM SSTERLING@DBCLLP.COM PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ________________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ________________ Ex parte RICHARD JACKSON ________________ Appeal 2020-000176 Application 15/479,695 Technology Center 2600 ________________ Before JAMES R. HUGHES, JENNIFER L. McKEOWN, and JASON J. CHUNG, Administrative Patent Judges. CHUNG, Administrative Patent Judge. DECISION ON APPEAL Pursuant to 35 U.S.C. § 134(a), Appellant1 appeals the Final Rejection of claims 1–13. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. INVENTION The invention relates to enhancing security of payment transactions. Spec. 2:11–12. Claim 1 is illustrative of the invention and is reproduced below: 1. A method for transcribing multi-party communication, comprising: 1 We use the word “Appellant” to refer to “applicant” as defined in 37 C.F.R. § 1.42. According to Appellant, Richard Jackson is the real party in interest. Appeal Br. 2. Appeal 2020-000176 Application 15/479,695 2 recording a plurality of speakers; processing a first copy of the recording though a diarisation process in which an audio stream is partitioned into audio samples according to speaker identity to create a final diarisation product; processing a second copy of the recording through a transcription process in which the recording is transcribed into text to create a final transcription product; using the final diarisation product to differentiate individual speakers of the plurality of speakers in a final transcript; presenting the final transcript and audio samples of each voice print identified through the diarisation process to a reviewer to identify each of the differentiated individual speakers; and inserting the identity of each of the differentiated individual speakers into the final transcript. Appeal Br. 17 (Claims Appendix). REJECTION The Examiner rejects claims 1–13 under 35 U.S.C. § 103 as being unpatentable over the combination of Ziv (US 2014/0074467 A1; published Mar. 13, 2014) and Krishnaswamy (US 2010/0305945 A1; published Dec. 2, 2010). Final Act. 5–9. ANALYSIS I. Do Ziv and Krishnaswamy Teach Processing a Second Copy of the Recording Through a Transcription Process? The Examiner finds Ziv describes processing an audio file for diarization independently from transcription and a transcription from an audio file, which the Examiner maps to the limitation “processing a second copy of the recording through a transcription process” recited in claim 1. Appeal 2020-000176 Application 15/479,695 3 Ans. 6–7 (citing Ziv ¶¶ 11, 19, 43); Final Act. 6 (citing Ziv ¶¶ 4, 20–23, 43, Fig. 1). Appellant argues Ziv merely teaches one audio file is used in two processes rather than the limitation “processing a second copy of the recording through a transcription process” recited in claim 1. Appeal Br. 7– 9. We disagree with Appellant. Ziv describes processing an audio file for diarization (i.e., first copy of the recording) independently from transcription and a transcription from an audio file (i.e., second copy), which teaches the limitation “processing a second copy of the recording through a transcription process” recited in claim 1. Ans. 6–7 (citing Ziv ¶¶ 11, 19, 43); Final Act. 6 (citing Ziv ¶¶ 4, 20–23, 43, Fig. 1). Therefore, Appellant does not persuade us of error. II. Do Ziv and Krishnaswamy Teach Using the Final Diarization Product To Differentiate Individual Speakers of the Plurality of Speakers in the Final Transcript? The Examiner finds Ziv describes diarization that identifies individual speakers; a separate diarization and transcription process, where the results of each are used to create a final diarized transcript, which the Examiner maps to the limitation “using the final diarization product to differentiate individual speakers of the plurality of speakers in the final transcript” recited in claim 1. Ans. 7–9 (citing Ziv ¶¶ 11, 22–28, 40, 43, 51, Fig. 1; Spec. ¶ 34); Final Act. 6 (citing Ziv ¶¶ 4, 25, 27–29, 40, Fig. 1). Appellant argues Ziv merely teaches segmentation of an audio file based upon signal entropy that seeks to identify segments of the audio data that are likely to contain speech apart from segments that are likely to be non-speech rather than the limitation “using the final diarization product to Appeal 2020-000176 Application 15/479,695 4 differentiate individual speakers of the plurality of speakers in the final transcript” recited in claim 1. Appeal Br. 9–11. We disagree with Appellant. Paragraph 34 of the Specification states that the final transcription product is compared to the final diarization product. Ans. 8 (citing Spec. ¶ 34). Similarly, Ziv describes diarization that identifies individual speakers (i.e., differentiates individual speakers), as well as separate diarization and transcription processes, where the results of the separate processes are used to create a final diarized transcript (i.e., final transcript), which teaches the limitation “using the final diarization product to differentiate individual speakers of the plurality of speakers in the final transcript” recited in claim 1. Ans. 7–9 (citing Ziv ¶¶ 11, 22–28, 40, 43, 51, Fig. 1; Spec. ¶ 34); Final Act. 6 (citing Ziv ¶¶ 4, 25, 27–29, 40, Fig. 1). Therefore, Appellant does not persuade us of error. III. Do Ziv and Krishnaswamy Teach Presenting the Final Transcript and Audio Samples of each Voice Print Identified During the Diarization Process To a Reviewer? The Examiner finds Ziv describes a final diarized transcript and audio samples of voices identified through a diarization process, which the Examiner maps to the limitation “presenting the final transcript and audio samples of each voice print identified during the diarization process” recited in claim 1. Ans. 8–10 (citing Ziv ¶¶ 43, 51). The Examiner finds Krishnaswamy, in a same field of endeavor, depicts transcription of a multi- party conversation and audio samples of voice prints to further allow a user to identify speakers to ensure the proper identities are provided corresponding to the transcript, which the Examiner maps to the limitation Appeal 2020-000176 Application 15/479,695 5 “to the reviewer” recited in claim 1. Ans. 9–11 (citing Krishnaswamy ¶¶ 21, 24); Final Act. 6 (citing Krishnaswamy ¶¶ 21, 24). Appellant argues Krishnaswamy merely teaches that voice profiles against which the pitch and characteristics of the utterances in the audio samples are compared are obtained from training utterances previously input into the system rather than the limitation “presenting the final transcript and audio samples of each voice print identified during the diarization process to a reviewer” recited in claim 1. Appeal Br. 11–12. Appellant argues the combination of Ziv and Krishnaswamy ignores the limitation “identified through the diarization process.” Id. at 12. We disagree with Appellant. One cannot show nonobviousness “by attacking references individually” where the rejections are based on combinations of references. In re Merck & Co., 800 F.2d 1091, 1097 (Fed. Cir. 1986) (citing In re Keller, 642 F.2d 413, 425 (CCPA 1981)). In this case, the Examiner relies on the combined teachings of Ziv and Krishnaswamy to account for limitation of claim 1. More specifically, Ziv teaches a final diarized transcript (i.e., final transcript) and audio samples of voices identified through a diarization process (the clustered speaker segments), which teaches “the final transcript and audio samples of each voice print identified during the diarization process” recited in claim 1. Ans. 8–10 (citing Ziv ¶¶ 22–27, 43, 51). In a similar field of endeavor, Krishnaswamy teaches transcription of a multi-party conversation and audio samples of voice prints to further allow a user (i.e., reviewer) to identify speakers to ensure the proper identities are provided corresponding to the transcript, which teaches “presenting . . . to the reviewer” recited in claim 1. Ans. 9–11 (citing Krishnaswamy ¶¶ 21, 24); Final Act. 6 (citing Krishnaswamy ¶¶ 21, 24). Appeal 2020-000176 Application 15/479,695 6 Therefore, Appellant does not persuade us of error. IV. Do Ziv and Krishnaswamy Teach Inserting the Identity of each of the Differentiated Individual Speakers Into the Final Transcript? The Examiner finds Ziv specifies identifying the speakers as speaker 1 and speaker 2 and Krishnaswamy details inserting speaker identifiers into a transcript wherein Krishnaswamy identifies speakers using the sounds of the speakers’ voices, which the Examiner maps to the limitation “inserting the identity of each of the differentiated individual speakers into the final transcript” recited in claim 1. Ans. 8, 11–12 (citing Ziv ¶¶ 22–28; Krishnaswamy ¶¶ 24, 26; Spec. ¶ 37); Final Act. 6 (citing Ziv ¶¶ 25, 27–29, 40; Krishnaswamy ¶ 24). Appellant argues when interpreting claims using the broadest reasonable interpretation consistent with the Specification, a person having ordinary skill in the art at the time of the invention would understand that an identity of a speaker means inserting the name of the speaker into the transcript. Appeal Br. 14 (citing Spec. ¶ 36). Furthermore, Appellant argues the combination of Ziv and Krishnaswamy merely teaches speaker identities as “speaker 1” and “speaker 2” rather than the limitation “presenting the final transcript and audio samples of each voice print identified during the diarization process to a reviewer” recited in claim 1. Appeal Br. 13–15. Appellant argues the combination of Ziv and Krishnaswamy ignores the limitation “identified through the diarization process.” Id. at 12. We disagree with Appellant. As an initial matter, we note that paragraph 36 of the Specification uses open ended terms in stating [t]he reviewer can listen to the audio samples and assign an identity, such as a name, to each voice print, thereby identifying Appeal 2020-000176 Application 15/479,695 7 each speaker 403. For example, the reviewer can listen to a sample of the audio attributed to “Speaker 1” and identify the audio as corresponding to a specific individual. Spec. ¶ 36 (emphases added). Furthermore, paragraph 37 of the Specification states “[u]sing the input of these names or other identities from the reviewer, the final completed transcript is compared to the diarisation and voiceprint results.” Ans. 12 (citing Spec. ¶ 37) (emphasis added). Appellant’s Specification, therefore, describes the identities including names using open ended and non-limiting terms. Spec. ¶¶ 36–37. We, therefore, do not interpret the claimed “identity” to mean “name” and, accordingly, Appellant’s claim does not require inserting the speaker’s name into the transcript. “[A]ppellant’s arguments fail from the outset because . . . they are not based on limitations appearing in the claims.” See In re Self, 671 F.2d at 1348 (CCPA 1982). Additionally, Ziv teaches identifying the speakers as speaker 1 and speaker 2 (i.e., identity of each of the differentiated individual speakers) in a final diarized transcript (i.e., final transcript), which teaches “identit[ifying] each of the differentiated individual speakers [in] the final transcript” recited in claim 1. Ans. 8–9, 11–12 (citing Ziv ¶¶ 22–28, 43, 51); Final Act. 6 (citing Ziv ¶¶ 25, 27–29, 40). Moreover, Krishnaswamy teaches inserting speaker identifiers into a transcript wherein speakers are identified using the sounds of the speakers’ voices, which teaches “inserting the identity of each of the differentiated individual speakers into the final transcript” recited in claim 1. Ans. 11–12 (citing Krishnaswamy ¶¶ 24, 26); Final Act. 6 (citing Krishnaswamy ¶ 24). Appellant does not argue claims 1–13 separately with particularity. Appeal Br. 7–16. Accordingly, we sustain the Examiner’s rejection of: Appeal 2020-000176 Application 15/479,695 8 (1) independent claims 1 and 8; and (2) dependent claims 2–7 and 9–13 under 35 U.S.C. § 103. We have only considered those arguments that Appellant actually raised in the Briefs. Arguments Appellant could have made, but chose not to make, in the Briefs have not been considered and are deemed to be waived. See 37 C.F.R. § 41.37(c)(1)(iv). CONCLUSION In summary: No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(1)(iv). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Claim(s) Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1–13 103 Ziv, Krishnaswamy 1–13 Copy with citationCopy as parenthetical citation