ReAct: Synergizing Reasoning and Acting in Language Modelsharmonylab
公開URL:https://arxiv.org/abs/2210.03629
出典:Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, Yuan Cao : ReAct: Synergizing Reasoning and Acting in Language Models, arXiv: 2210.03629 (2022)
概要:本論文では大規模言語モデルにおいて推論(Reasoning)と行動(Acting)を組合わせるprompt手法であるReActを提案した。知識集約型の推論タスク(QAタスク・事実検証タスク)と意思決定タスク(テキストゲーム、ウェブナビゲーション)でReActの性能を評価した。推論タスクにおいてReActはWikipedia APIとの対話によりChain of ThoughtのHallucinationを軽減し、意思決定タスクにおいては模倣学習や強化学習による手法を上回る性能を示した。
ReAct: Synergizing Reasoning and Acting in Language Modelsharmonylab
公開URL:https://arxiv.org/abs/2210.03629
出典:Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, Yuan Cao : ReAct: Synergizing Reasoning and Acting in Language Models, arXiv: 2210.03629 (2022)
概要:本論文では大規模言語モデルにおいて推論(Reasoning)と行動(Acting)を組合わせるprompt手法であるReActを提案した。知識集約型の推論タスク(QAタスク・事実検証タスク)と意思決定タスク(テキストゲーム、ウェブナビゲーション)でReActの性能を評価した。推論タスクにおいてReActはWikipedia APIとの対話によりChain of ThoughtのHallucinationを軽減し、意思決定タスクにおいては模倣学習や強化学習による手法を上回る性能を示した。
Generative adversarial network and its applications to speech signal and natu...宏毅 李
Generative adversarial network (GAN) is a new idea for training models, in which a generator and a discriminator compete against each other to improve the generation quality. Recently, GAN has shown amazing results in image generation, and a large amount and a wide variety of new ideas, techniques, and applications have been developed based on it. Although there are only few successful cases, GAN has great potential to be applied to text and speech generations to overcome limitations in the conventional methods.
There are three parts in this tutorial. In the first part, we will give an introduction of generative adversarial network (GAN) and provide a thorough review about this technology. In the second part, we will focus on the applications of GAN to speech signal processing, including speech enhancement, voice conversion, speech synthesis, and the applications of domain adversarial training to speaker recognition and lip reading. In the third part, we will describe the major challenge of sentence generation by GAN and review a series of approaches dealing with the challenge. Meanwhile, we will present algorithms that use GAN to achieve text style transformation, machine translation and abstractive summarization without paired data.
Generative adversarial network and its applications to speech signal and natu...宏毅 李
Generative adversarial network (GAN) is a new idea for training models, in which a generator and a discriminator compete against each other to improve the generation quality. Recently, GAN has shown amazing results in image generation, and a large amount and a wide variety of new ideas, techniques, and applications have been developed based on it. Although there are only few successful cases, GAN has great potential to be applied to text and speech generations to overcome limitations in the conventional methods.
There are three parts in this tutorial. In the first part, we will give an introduction of generative adversarial network (GAN) and provide a thorough review about this technology. In the second part, we will focus on the applications of GAN to speech signal processing, including speech enhancement, voice conversion, speech synthesis, and the applications of domain adversarial training to speaker recognition and lip reading. In the third part, we will describe the major challenge of sentence generation by GAN and review a series of approaches dealing with the challenge. Meanwhile, we will present algorithms that use GAN to achieve text style transformation, machine translation and abstractive summarization without paired data.
Presentation from Sport & Recreation Alliance 2014 by Georgia Park of Cascade Coaching.
Presentation is on building a values driven organisation and the role of leadership in this process.
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Después de hacer un collage de noticias del New York Times, asistir a eventos de innovación en Manhattan y una que otra desvelada, aquí está el reporte que inspirará a tu marca y a tu startup para tomar ventajas. ¡Disfrútalo y comparte!
Using IATI datasets for communication: Where can we improve?Marten Schoonman
IATI can have value in many different ways. One of them is to share and pro-actively show the work you are doing publicly.
- How can you do this best?
- How can you make use of the standard’s fields and which information would you like to add and how?
- How can this relate to your existing communication channels (e.g. website) and fundraising?
Marten shares how Akvo’s ‘Really Simple Reporting’ platform is set up and will facilitate an exploration with you how you can make IATI work for your organisation’s communication.
2016 Connected Care and the Patient ExperienceSurescripts
Annual survey of 1,000 Americans reveals increased dissatisfaction with data availability and innovation, even though the technology exists today for a safer, more convenient and connected healthcare experience.
Before They Enter the Classroom: Positive Classroom Management StrategiesJulie Connor, Ed.D.
You need more than desire and education to teach a successful lesson; you need a plan. Use these tips to create clear procedures and classroom management strategies that work.
Propositions et actions du medef pour le numériqueAdm Medef
Le MEDEF présente ses propositions et ses actions
pour la digitalisation de l’économie française
Le MEDEF a défini une stratégie en faveur de la transformation numérique de l’économie française autour de 5 axes, déclinés en propositions de réformes et en actions :
- Axe 1 / Filière technologique : faire de la France la « Silicon Valley » de l’Europe autour des technologies et des plateformes de la filière IoT (Internet of Things, c’est-à-dire l’Internet des objets) ;
- Axe 2 / Ecosystème industriel : créer un écosystème attractif et compétitif en France autour du prototypage, de la préindustrialisation et de la fabrication de solutions IoT ;
- Axe 3 / Entreprises : Accompagner 100.000 TPE PME et ETI françaises dans leur transformation vers la « Smart economy » : le Programme METAMORPHOSE (sensibilisation, formation, accompagnement et financement)
- Axe 4 / Attractivité : rendre la France « business friendly » pour attirer les investisseurs et favoriser la croissance de nos start-up et PME en ETI et en grandes entreprises ;
- Axe 5 / Communication : mettre en place une stratégie de communication internationale autour de notre vision et de notre stratégie « smart economy ».
Design Principles: The Philosophy of UXWhitney Hess
The visual principles of harmony, unity, contrast, emphasis, variety, balance, proportion, repetition, texture and movement (and others) are widely recognized and practiced, even when they aren’t formally articulated. But creating a good design doesn’t automatically mean creating a good experience.
In order for us to cultivate positive experiences for our users, we need to establish a set of guiding principles for experience design. Guiding principles are the broad philosophy or fundamental beliefs that steer an organization, team or individual’s decision making, irrespective of the project goals, constraints, or resources.
Whitney will share a universally-applicable set of experience design principles that we should all strive to follow, and will explore how you can create and use your own guiding principles to take your site or product to the next level.
Advanced search and Top-k queries in Cassandra - Cassandra Summit Europe 2014Andrés de la Peña
This presentation introduces the open sourced Lucene based implementation of the Cassandra secondary indexes developed by Stratio. It allows users to make complex queries in Cassandra using CQL3, including full text search, top-k queries and free multivariable search. Relevance queries and filters can be combined to make searches such as “give me the 100 tweets that best matches this phrase of those written in a certain date range”.
Cluster-wide relevance search allows retrieving the N more relevant results that meet a given condition. It’s done through a modified version of Cassandra’s storage proxy in which the coordinator node requests the N best results of each node in the cluster in parallel and combines their partial results to get the N best of them.
Stratio’s index is fully compatible with Apache Spark and Apache Hadoop because it supports all the key/token restrictions in the CQL3 statements. Filters are a powerful help when analyzing the data stored in Cassandra with MapReduce frameworks such as Hadoop or, even better, Spark. Filtering the job input avoids full data scanning, dramatically reducing the amount of data to be processed.
Any cell in the tables can be indexed, including primary keys as well as collections. CQL3 wide rows are also supported.
www.sagegoldinc.com
Sage Gold plans to generate cash from production of the existing resources on Clavos and Lynx through project financing, joint venture or sale.
CLAVOS PROJECT- HIGHLIGHTS
*Permits in place to mine the Clavos gold deposit
-Located in prolific Timmins Mining camp (>100 million ozs gold)
Existing infrastructure - underground ramp and levels every 25m to the 300m level
-NI43-101 Resource Study and PEA completed
-Low initial Capex required for potential production … $8.0 million
-Joint venture; Sage 60%, St Andrew Goldfields 40%
Clavos is located in close proximity to several operating mills
Natural Gas pipeline on Clavos Property – Potential Fuel and Power savings
-Exploration Potential – deep (400-600m);
2 deep holes: 65.3g/t over 4.2m & 17.4g/t over 1.5m