Prosecution Insights
Last updated: May 29, 2026
Application No. 17/954,163

NEURAL NETWORK MODEL COMPUTING CHIP, METHOD, AND APPARATUS, DEVICE, AND MEDIUM

Non-Final OA §112
Filed
Sep 27, 2022
Priority
Aug 06, 2020 — CN 202010780693.6 +1 more
Examiner
FAHERTY, COREY S
Art Unit
2183
Tech Center
2100 — Computer Architecture & Software
Assignee
Tencent Technology (Shenzhen) Company Limited
OA Round
1 (Non-Final)
80%
Grant Probability
Favorable
1-2
OA Rounds
0m
Est. Remaining
84%
With Interview

Examiner Intelligence

Grants 80% — above average
80%
Career Allowance Rate
744 granted / 931 resolved
+24.9% vs TC avg
Minimal +4% lift
Without
With
+3.9%
Interview Lift
resolved cases with interview
Typical timeline
3y 5m
Avg Prosecution
12 currently pending
Career history
955
Total Applications
across all art units

Statute-Specific Performance

§101
3.9%
-36.1% vs TC avg
§103
44.6%
+4.6% vs TC avg
§102
16.6%
-23.4% vs TC avg
§112
21.6%
-18.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 931 resolved cases

Office Action

§112
DETAILED ACTION This office action is in response to the reply filed on 01/12/2026. Claims 1-8 and 21-32 are pending in the application and have been examined. Claim Interpretation The following is a quotation of 35 U.S.C. 112(f): (f) Element in Claim for a Combination. – An element in a claim for a combination may be expressed as a means or step for performing a specified function without the recital of structure, material, or acts in support thereof, and such claim shall be construed to cover the corresponding structure, material, or acts described in the specification and equivalents thereof. This application includes one or more claim limitations that do not use the word “means,” but are nonetheless being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, because the claim limitation(s) uses a generic placeholder that is coupled with functional language without reciting sufficient structure to perform the recited function and the generic placeholder is not preceded by a structural modifier. Such claim limitations are: instruction processing unit, instruction parsing unit, scheduling unit, and pre-parsing unit. Because this/these claim limitation(s) is/are being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, it/they is/are being interpreted to cover the corresponding structure described in the specification as performing the claimed function, and equivalents thereof. If applicant does not intend to have this/these limitation(s) interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, applicant may: (1) amend the claim limitation(s) to avoid it/them being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph (e.g., by reciting sufficient structure to perform the claimed function); or (2) present a sufficient showing that the claim limitation(s) recite(s) sufficient structure to perform the claimed function so as to avoid it/them being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. Claim limitations as outlined above invoke 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph. However, the written description fails to disclose the corresponding structure, material, or acts for performing the entire claimed function and to clearly link the structure, material, or acts to the function. Therefore, the claim is indefinite and is rejected under 35 U.S.C. 112(b) or pre-AIA 35 U.S.C. 112, second paragraph. Applicant may: (a) Amend the claim so that the claim limitation will no longer be interpreted as a limitation under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph; (b) Amend the written description of the specification such that it expressly recites what structure, material, or acts perform the entire claimed function, without introducing any new matter (35 U.S.C. 132(a)); or (c) Amend the written description of the specification such that it clearly links the structure, material, or acts disclosed therein to the function recited in the claim, without introducing any new matter (35 U.S.C. 132(a)). If applicant is of the opinion that the written description of the specification already implicitly or inherently discloses the corresponding structure, material, or acts and clearly links them to the function so that one of ordinary skill in the art would recognize what structure, material, or acts perform the claimed function, applicant should clarify the record by either: (a) Amending the written description of the specification such that it expressly recites the corresponding structure, material, or acts for performing the claimed function and clearly links or associates the structure, material, or acts to the claimed function, without introducing any new matter (35 U.S.C. 132(a)); or (b) Stating on the record what the corresponding structure, material, or acts, which are implicitly or inherently set forth in the written description of the specification, perform the claimed function. For more information, see 37 CFR 1.75(d) and MPEP §§ 608.01(o) and 2181. Claims 1-8 and 21-32 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Claim 1 recites the limitation “wherein the instruction processing unit is configured to provide a target instruction to the instruction parsing unit, the target instruction comprising at least one of an original instruction or an update instruction of a target neural network model; the update instruction being obtained after a target original instruction is updated based on control information of the target neural network model”. The first portion of this limitation requires the target instruction to include at least one of an original instruction or an update instruction. The second portion of the limitation requires obtaining the update instruction. There are two problems with this limitation. First, there appears to be a contradiction between an embodiment where the target instruction does not include an update instruction and the claimed requirement to obtain the update instruction. Second, the claim requires that the target instruction is provided to the instruction parsing unit, and that the update instruction (which is included in the target instruction) be obtained at a certain time. The relationship between the “provided” step and the “obtained” step is unclear. Is an instruction being provided somehow different than an instruction being obtained? Appropriate clarification is required. Claims 21 and 29 suffer from some of the same deficiencies. Claim 1 recites the limitation “an original instruction” in two different places. It is unclear whether the intent here is to refer to two different instructions or the same instruction. Other claims dependent on claim 1 recite the limitation “the original instruction” and it is unclear to which of these instances is being referenced. Claims 21 and 29 and the claims dependent on them suffer from similar deficiencies. Prior Art The following prior art is considered pertinent to applicant’s disclosure. Narayanaswami (9,836,691) discloses an instruction set for use in a neural network. Stover (2018/0374254) discloses a system for modifying instruction functionality within a GPU. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Corey Faherty whose telephone number is (571)270-1319. The examiner can normally be reached weekdays between 7:30 and 4:00 ET, with every other Friday off. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Jyoti Mehta can be reached at (571) 270-3995. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /COREY S FAHERTY/Primary Examiner, Art Unit 2183
Read full office action

Prosecution Timeline

Sep 27, 2022
Application Filed
May 14, 2026
Non-Final Rejection mailed — §112 (current)

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
80%
Grant Probability
84%
With Interview (+3.9%)
3y 5m (~0m remaining)
Median Time to Grant
Low
PTA Risk
Based on 931 resolved cases by this examiner. Grant probability derived from career allowance rate.

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