JP7843760B2 - 自然言語処理のための距離ベースのロジット値 - Google Patents
自然言語処理のための距離ベースのロジット値Info
- Publication number
- JP7843760B2 JP7843760B2 JP2023532762A JP2023532762A JP7843760B2 JP 7843760 B2 JP7843760 B2 JP 7843760B2 JP 2023532762 A JP2023532762 A JP 2023532762A JP 2023532762 A JP2023532762 A JP 2023532762A JP 7843760 B2 JP7843760 B2 JP 7843760B2
- Authority
- JP
- Japan
- Prior art keywords
- training
- utterance
- loss
- intent
- probability
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Classifications
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/30—Semantic analysis
- G06F40/35—Discourse or dialogue representation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/004—Artificial life, i.e. computing arrangements simulating life
- G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/048—Activation functions
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/084—Backpropagation, e.g. using gradient descent
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L51/00—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
- H04L51/02—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/20—Natural language analysis
- G06F40/205—Parsing
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/20—Natural language analysis
- G06F40/253—Grammatical analysis; Style critique
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Artificial Intelligence (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- General Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Health & Medical Sciences (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Biomedical Technology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biophysics (AREA)
- Molecular Biology (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Machine Translation (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202063119459P | 2020-11-30 | 2020-11-30 | |
| US63/119,459 | 2020-11-30 | ||
| PCT/US2021/061081 WO2022115736A1 (en) | 2020-11-30 | 2021-11-30 | Distance-based logit values for natural language processing |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2023551861A JP2023551861A (ja) | 2023-12-13 |
| JP2023551861A5 JP2023551861A5 (https=) | 2024-06-20 |
| JP7843760B2 true JP7843760B2 (ja) | 2026-04-14 |
Family
ID=79171079
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2023532762A Active JP7843760B2 (ja) | 2020-11-30 | 2021-11-30 | 自然言語処理のための距離ベースのロジット値 |
Country Status (5)
| Country | Link |
|---|---|
| US (3) | US12019994B2 (https=) |
| EP (1) | EP4252143A1 (https=) |
| JP (1) | JP7843760B2 (https=) |
| CN (1) | CN116583837B (https=) |
| WO (1) | WO2022115736A1 (https=) |
Families Citing this family (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| GB2569335B (en) * | 2017-12-13 | 2022-07-27 | Sage Global Services Ltd | Chatbot system |
| US12431149B2 (en) * | 2020-03-24 | 2025-09-30 | Evident Canada, Inc. | Compressive sensing for full matrix capture |
| US11550605B2 (en) * | 2020-06-30 | 2023-01-10 | Kasisto, Inc. | Building and managing cohesive interaction for virtual assistants |
| EP4268118A1 (en) * | 2020-12-22 | 2023-11-01 | Liveperson, Inc. | Conversational bot evaluation and reinforcement using meaningful automated connection scores |
| US12340792B2 (en) * | 2021-05-17 | 2025-06-24 | Salesforce, Inc. | Systems and methods for few-shot intent classifier models |
| EP4363965A1 (en) * | 2021-08-06 | 2024-05-08 | Siemens Aktiengesellschaft | Source code synthesis for domain specific languages from natural language text |
| US12019984B2 (en) * | 2021-09-20 | 2024-06-25 | Salesforce, Inc. | Multi-lingual intent model with out-of-domain detection |
| US20230169362A1 (en) * | 2021-11-30 | 2023-06-01 | Sap France | Shared network learning for machine learning enabled text classification |
| US12204857B2 (en) * | 2022-06-24 | 2025-01-21 | Salesforce, Inc. | Systems and methods for text classification using label modular prompts |
| US12170097B2 (en) * | 2022-08-17 | 2024-12-17 | Caterpillar Inc. | Detection of audio communication signals present in a high noise environment |
| US12141536B1 (en) * | 2023-03-16 | 2024-11-12 | Amazon Technologies, Inc. | Chatbot utterance routing in a provider network |
| US20250245445A1 (en) * | 2024-01-31 | 2025-07-31 | Genpact Usa, Inc. | Enhanced domain-specific language learning models |
| US20260037359A1 (en) * | 2024-08-05 | 2026-02-05 | Interdigital Patent Holdings, Inc. | Methods for Error Cause Determination for Two-Sided Models Independently Trained by Different Vendors |
| US12367342B1 (en) * | 2025-01-15 | 2025-07-22 | Conversational AI Ltd | Automated analysis of computerized conversational agent conversational data |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20200097496A1 (en) | 2018-09-21 | 2020-03-26 | Salesforce.Com, Inc. | Intent classification system |
| JP2020140210A (ja) | 2019-02-28 | 2020-09-03 | ネイバー コーポレーションNAVER Corporation | 会話システムにおいて意図が不明確なクエリを処理する方法およびシステム |
| JP2020144905A (ja) | 2020-05-12 | 2020-09-10 | ヤフー株式会社 | 分類装置、分類方法、およびプログラム |
Family Cites Families (29)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9575963B2 (en) * | 2012-04-20 | 2017-02-21 | Maluuba Inc. | Conversational agent |
| EP2987106A4 (en) * | 2013-04-18 | 2016-12-14 | Digimarc Corp | ACQUIRING AND ANALYZING PHYSIOLOGICAL DATA |
| US9547471B2 (en) * | 2014-07-03 | 2017-01-17 | Microsoft Technology Licensing, Llc | Generating computer responses to social conversational inputs |
| US20160253597A1 (en) * | 2015-02-27 | 2016-09-01 | Xerox Corporation | Content-aware domain adaptation for cross-domain classification |
| WO2018029679A1 (en) * | 2016-08-07 | 2018-02-15 | Hadasit Medical Research Services And Development Ltd. | Methods and system for assessing a cognitive function |
| US20200342003A1 (en) * | 2016-09-27 | 2020-10-29 | Opro Co., Ltd. | Synchronization program and connection program for cloud service |
| US10796217B2 (en) * | 2016-11-30 | 2020-10-06 | Microsoft Technology Licensing, Llc | Systems and methods for performing automated interviews |
| US10685293B1 (en) * | 2017-01-20 | 2020-06-16 | Cybraics, Inc. | Methods and systems for analyzing cybersecurity threats |
| US10530795B2 (en) * | 2017-03-17 | 2020-01-07 | Target Brands, Inc. | Word embeddings for anomaly classification from event logs |
| US11373632B2 (en) * | 2017-05-10 | 2022-06-28 | Oracle International Corporation | Using communicative discourse trees to create a virtual persuasive dialogue |
| US10817670B2 (en) | 2017-05-10 | 2020-10-27 | Oracle International Corporation | Enabling chatbots by validating argumentation |
| EP3711031A4 (en) * | 2017-11-17 | 2021-01-13 | Facebook, Inc. | ANALYSIS OF SPATIAL DISTRIBUTED DATA BASED ON DISTRIBUTED NEURAL FOLDING NETWORKS WITH SUBCOLLECTOR |
| US11200506B2 (en) * | 2017-12-15 | 2021-12-14 | Microsoft Technology Licensing, Llc | Chatbot integrating derived user intent |
| US20190205939A1 (en) * | 2017-12-31 | 2019-07-04 | OneMarket Network LLC | Using Machine Learned Visitor Intent Propensity to Greet and Guide a Visitor at a Physical Venue |
| US12387131B2 (en) * | 2018-05-31 | 2025-08-12 | Microsoft Technology Licensing, Llc | Enhanced pipeline for the generation, validation, and deployment of machine-based predictive models |
| US11423330B2 (en) * | 2018-07-16 | 2022-08-23 | Invoca, Inc. | Performance score determiner for binary signal classifiers |
| US11625620B2 (en) | 2018-08-16 | 2023-04-11 | Oracle International Corporation | Techniques for building a knowledge graph in limited knowledge domains |
| US11257496B2 (en) * | 2018-09-26 | 2022-02-22 | [24]7.ai, Inc. | Method and apparatus for facilitating persona-based agent interactions with online visitors |
| US11194973B1 (en) * | 2018-11-12 | 2021-12-07 | Amazon Technologies, Inc. | Dialog response generation |
| US11574144B2 (en) | 2019-01-07 | 2023-02-07 | Microsoft Technology Licensing, Llc | Performance of a computer-implemented model that acts as a multi-class classifier |
| CA3074675A1 (en) * | 2019-03-04 | 2020-09-04 | Royal Bank Of Canada | System and method for machine learning with long-range dependency |
| US11978452B2 (en) | 2019-04-26 | 2024-05-07 | Oracle International Corportion | Handling explicit invocation of chatbots |
| US11657797B2 (en) | 2019-04-26 | 2023-05-23 | Oracle International Corporation | Routing for chatbots |
| US11206229B2 (en) | 2019-04-26 | 2021-12-21 | Oracle International Corporation | Directed acyclic graph based framework for training models |
| US11775770B2 (en) * | 2019-05-23 | 2023-10-03 | Capital One Services, Llc | Adversarial bootstrapping for multi-turn dialogue model training |
| CN110738239A (zh) * | 2019-09-20 | 2020-01-31 | 浙江大学 | 一种基于鼠标交互序列区域行为联合建模的搜索引擎用户满意度评估方法 |
| US10825449B1 (en) * | 2019-09-27 | 2020-11-03 | CrowdAround Inc. | Systems and methods for analyzing a characteristic of a communication using disjoint classification models for parsing and evaluation of the communication |
| CN110458249B (zh) * | 2019-10-10 | 2020-01-07 | 点内(上海)生物科技有限公司 | 一种基于深度学习与概率影像组学的病灶分类系统 |
| CN111598830A (zh) * | 2020-02-18 | 2020-08-28 | 天津大学 | 一种基于无监督学习的皮肤癌疾病检测方法 |
-
2021
- 2021-11-30 US US17/456,916 patent/US12019994B2/en active Active
- 2021-11-30 WO PCT/US2021/061081 patent/WO2022115736A1/en not_active Ceased
- 2021-11-30 JP JP2023532762A patent/JP7843760B2/ja active Active
- 2021-11-30 EP EP21835471.0A patent/EP4252143A1/en active Pending
- 2021-11-30 CN CN202180080516.XA patent/CN116583837B/zh active Active
-
2023
- 2023-12-19 US US18/545,621 patent/US12210842B2/en active Active
-
2024
- 2024-12-19 US US18/988,114 patent/US20250117591A1/en active Pending
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20200097496A1 (en) | 2018-09-21 | 2020-03-26 | Salesforce.Com, Inc. | Intent classification system |
| JP2020140210A (ja) | 2019-02-28 | 2020-09-03 | ネイバー コーポレーションNAVER Corporation | 会話システムにおいて意図が不明確なクエリを処理する方法およびシステム |
| JP2020144905A (ja) | 2020-05-12 | 2020-09-10 | ヤフー株式会社 | 分類装置、分類方法、およびプログラム |
Also Published As
| Publication number | Publication date |
|---|---|
| US20220171947A1 (en) | 2022-06-02 |
| CN116583837A (zh) | 2023-08-11 |
| CN116583837B (zh) | 2025-12-16 |
| US20240126999A1 (en) | 2024-04-18 |
| US12019994B2 (en) | 2024-06-25 |
| US12210842B2 (en) | 2025-01-28 |
| WO2022115736A1 (en) | 2022-06-02 |
| JP2023551861A (ja) | 2023-12-13 |
| EP4252143A1 (en) | 2023-10-04 |
| US20250117591A1 (en) | 2025-04-10 |
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