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Learning to Repair: Repairing model output errors after deployment using a dynamic memory of feedback [article]

Niket Tandon, Aman Madaan, Peter Clark, Yiming Yang
2022 arXiv   pre-print
Our approach pairs an LM with (i) a growing memory of cases where the user identified an output error and provided general feedback on how to correct it (ii) a corrector model, trained to translate this  ...  We instantiate our approach using an existing, fixed model for script generation, that takes a goal (e.g., "bake a cake") and generates a partially ordered sequence of actions to achieve that goal, sometimes  ...  The views and conclusions contained herein are those of the authors and should not be interpreted as necessarily representing the official policies or endorsements, either expressed or implied, of the  ... 
arXiv:2112.09737v2 fatcat:6zjm2rtkhjgczmqljzme7jbrk4

Interscript: A dataset for interactive learning of scripts through error feedback [article]

Niket Tandon, Aman Madaan, Peter Clark, Keisuke Sakaguchi, Yiming Yang
2021 arXiv   pre-print
Interscript contains 8,466 data points -- the input is a possibly erroneous script and a user feedback, and the output is a modified script.  ...  How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language?  ...  Figure 6 : 6 Figure 6: Use case 2: Maintaining a memory of feedback.  ... 
arXiv:2112.07867v2 fatcat:s3onquqvp5fyfj7nbo7ssark64

Authoring scenes for adaptive, interactive performances

Patrick Gebhard, Michael Kipp, Martin Klesen, Thomas Rist
2003 Proceedings of the second international joint conference on Autonomous agents and multiagent systems - AAMAS '03  
The context memory allows to adapt to user feedback and generates data for later evaluation of user/system behavior.  ...  The system provides a context memory with access functions that can be used by the author to make scenes user-adaptive.  ...  Improv is a powerful authoring system but it does not provide support to deal with this complexity.  ... 
doi:10.1145/860575.860692 dblp:conf/atal/GebhardKKR03 fatcat:zy2fapoivfdwzluxebi27cujxu

Authoring scenes for adaptive, interactive performances

Patrick Gebhard, Michael Kipp, Martin Klesen, Thomas Rist
2003 Proceedings of the second international joint conference on Autonomous agents and multiagent systems - AAMAS '03  
The context memory allows to adapt to user feedback and generates data for later evaluation of user/system behavior.  ...  The system provides a context memory with access functions that can be used by the author to make scenes user-adaptive.  ...  Improv is a powerful authoring system but it does not provide support to deal with this complexity.  ... 
doi:10.1145/860690.860692 fatcat:ptfejo5jr5ct5eqqriy5dsmese

A script-based AAC system for transactional interaction

RICHARD DYE, NORMAN ALM, JOHN L. ARNOTT, GILLIAN HARPER, ARTHUR I. MORRISON
1998 Natural Language Engineering  
A way of improving the performance of AAC devices by using scripts is discussed. A prototype system to test this idea was constructed, and a preliminary experiment performed with promising results.  ...  This is especially the case when the conversation partner is unfamiliar with this method of communication, and is a big obstacle to many people when they wish to conduct simple everyday transactions.  ...  Acknowledgements The development of a practical AAC device was supported by the TIDE Programme of the Commission of the European Union under the ALADIN project (project no. TP1035).  ... 
doi:10.1017/s1351324998001867 fatcat:h2m6fcqdt5gjdo6r2j4dbxjffu

Capturing performance knowledge for automated analysis

K.A. Huck, O. Hernandez, V. Bui, S. Chandrasekaran, B. Chapman, A.D. Malony, L.C. McInnes, B. Norris
2008 2008 SC - International Conference for High Performance Computing, Networking, Storage and Analysis  
OpenUH provides autoinstrumentation of source code for performance experimentation and PerfExplorer provides automated and reusable analysis of the performance data through a scripting interface.  ...  This paper describes the integration of the PerfExplorer performance data mining framework with the OpenUH compiler infrastructure.  ...  Danesh Tafti from the Mechanical Engineering Department of Virginia Tech for providing us a good description of the GenIDLEST application and useful insights to facilitate the process of optimization.  ... 
doi:10.1109/sc.2008.5222642 dblp:conf/sc/HuckHBCCMMN08 fatcat:ocs3z2jmnnhwvoydrvymzm32r4

Tooth brushing as routine behaviour

Robert Aunger
2007 International Dental Journal  
Here it is argued a routine can be considered a recurring sequence of behaviours produced in conjunction with a script (or group of behaviours hierarchically represented in memory), and controlled as a  ...  This clustering, together with the persistence of the practice throughout life, is consistent with the hypothesis that tooth brushing typically occurs within family-based traditions.  ...  Thus, calling up one part of a script from memory activates memory of the other, related bits of the sequence 64 .  ... 
doi:10.1111/j.1875-595x.2007.tb00163.x fatcat:ngurcvego5gwjg2d46zhy2cd3a

A Cognitive-affective Model of Relational Expectations in the Provider-patient Context

Dan O'Hair, Joyce Allman, Scott D. Moore
1996 Journal of Health Psychology  
A conceptual analysis will synthesize previous work, culminating in the construction of a theoretical model of relational expectations.  ...  Patients and health-care providers bring a number of expectations to the medical encounter.  ...  The resulting authentication of employed scripts, scenes and MOPs are reinforced and primed for utilization in future episodes of a similar nature.  ... 
doi:10.1177/135910539600100305 pmid:22011994 fatcat:ozs2qbwi2vdo5mj6fdkfezibo4

When less is more for the struggling clinical reasoner

Denise M. Connor, Gurpreet Dhaliwal
2015 Diagnosis  
In this essay, we share our early experience with providing less feedback and more practice to these trainees.  ...  their oral presentations and then engaging in repeated loops of feedback until the student achieves competency in real time.  ...  Illness script A representation in long-term memory of the typical historical, examination, laboratory, and imaging findings of a disease or syndrome.  ... 
doi:10.1515/dx-2015-0014 pmid:29540031 fatcat:7smtgnovnfdytbs2sxsutglini

Speech and action: integration of action and language for mobile robots

Timothy Brick, Paul Schermerhorn, Matthias Scheutz
2007 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems  
We describe the tight integration of incremental natural language understanding, goal management, and action processing in a complex robotic architecture, which is required for natural interactions between  ...  Specifically, the natural language components need to process utterances while they are still spoken to be able to initiate feedback actions in a timely fashion, while the action manager might need information  ...  When the architecture is presented with a goal, a script that can accomplish that goal is retrieved from longterm memory.  ... 
doi:10.1109/iros.2007.4399576 dblp:conf/iros/BrickSS07 fatcat:sqas3y2nbjc2rdhj6naltwjire

The impact of Memory Transfer Language (MTL) on reducing misconceptions in teaching programming to novices

Leonard J. Mselle, Hashim Twaakyondo
2012 International Journal of Machine Learning and Applications  
Further, Memory Transfer Language (MTL) as used to teach programming is introduced and demonstrated. Different kinds of misconceptions in programming and their associated bugs are analysed.  ...  An experiment using MTL to teach programming was carried out, using error-counts in examination scripts from two groups of students, one instructed using MTL and the other through the conventional approach  ...  Jorma Sajaniemi and Moti Ben Ari are thanked for supporting the MTL idea from its inception (in the form of RAM diagrams) to the present stage.  ... 
doi:10.4102/ijmla.v1i1.3 fatcat:xywsgqirmvhmnjaig57ykgkdcy

Statistical Analysis on E-Commerce Reviews, with Sentiment Classification using Bidirectional Recurrent Neural Network (RNN) [article]

Abien Fred Agarap
2020 arXiv   pre-print
with long-short term memory unit (LSTM) for recommendation and sentiment classification.  ...  Results have shown that a recommendation is a strong indicator of a positive sentiment score, and vice-versa. On the other hand, ratings in product reviews are fuzzy indicators of sentiment scores.  ...  As a part of this movement, text analysis has become an active field of research in computational linguistics and natural language processing.  ... 
arXiv:1805.03687v2 fatcat:yc2acgpkjzcbzfifbhsqaf6kda

Computer-Enhanced Visual Learning Method: A Paradigm to Teach and Document Surgical Skills

Max Maizels, Jennie Mickelson, Elizabeth Yerkes, Evelyn Maizels, Rachel Stork, Christine Young, Julia Corcoran, Jane Holl, William E. Kaplan
2009 Journal of Graduate Medical Education  
process of learning procedural skills simply by performing more cases, frequently without a defined strategy to improve performance.  ...  We developed CEVL as a tool to enable residents to obtain feedback on their surgical performance in an era of significant changes in medical education and practice. 2 CEVL is an alternative to the traditional  ...  The checklist nature of the ratings complies with Accreditation Council for Graduate Medical Education standards.  ... 
doi:10.4300/01.01.0018 pmid:21975716 pmcid:PMC2931197 fatcat:ennraeyeareldhtbiv7fmeas2i

Script Training Treatment for Adults With Apraxia of Speech

Gina Youmans, Scott R. Youmans, Adrienne B. Hancock
2011 American Journal of Speech-Language Pathology  
Script training is a functional treatment that has been successful for individuals with aphasia but has not been applied to individuals with AOS.  ...  Purpose: Outcomes of script training for individuals with apraxia of speech (AOS) and mild anomic aphasia were investigated.  ...  Both participants also indicated improvement in the naturalness of their speech and in confidence while speaking on their script topics.  ... 
doi:10.1044/1058-0360(2010/09-0085) pmid:20739633 fatcat:ue5gkbxgnrfhxcfrhn4mvdsvye

Page 1458 of Psychological Abstracts Vol. 80, Issue 4 [page]

1993 Psychological Abstracts  
This efficiency impairment was asso- ciated with a deficit in vocabulary knowledge and, to a lesser extent, with a transitory reduction in working memory capacity. 12216.  ...  —Utilized a social-cognitive theory of processing to explore the nature of individual goal acceptance/rejection de- cisions.  ... 
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