Training Generative Question-Answering on Synthetic Data Obtained from an Instruct-tuned Model

This paper presents a simple and cost-effective method for synthesizing data to train question-answering systems. For training, fine-tuning GPT models is a common practice in resource-rich languages like English, however, it becomes challenging for non-English languages due to the scarcity of sufficient question-answer (QA) pairs. Existing approaches use question and answer generators trained on human-authored QA pairs, which involves substantial human expenses. In contrast, we use an instruct-tuned model to generate QA pairs in a zero-shot or few-shot manner. We conduct experiments to compare various strategies for obtaining QA pairs from the instruct-tuned model. The results demonstrate that a model trained on our proposed synthetic data achieves comparable performance to a model trained on manually curated datasets, without incurring human costs.Comment: PACLIC 2023 short paper, 4 pages (6 pages including references), 4 figure

Resonant Control of Interaction Between Different Electronic States

We observe a magnetic Feshbach resonance in a collision between the ground and metastable states of two-electron atoms of ytterbium (Yb). We measure the on-site interaction of doubly-occupied sites of an atomic Mott insulator state in a three-dimensional optical lattice as a collisional frequency shift in a high-resolution laser spectroscopy. The observed spectra are well fitted by a simple theoretical formula, in which two particles with an s-wave contact interaction are confined in a harmonic trap. This analysis reveals a wide variation of the interaction with a resonance behavior around a magnetic field of about 1.1 Gauss for the energetically lowest magnetic sublevel of ${}^{170}$Yb, as well as around 360 mG for the energetically highest magnetic sublevel of ${}^{174}$Yb. The observed Feshbach resonance can only be induced by an anisotropic inter-atomic interaction. This novel scheme will open the door to a variety of study using two-electron atoms with tunable interaction.Comment: 5 pages, 5 figure

Prospective and retrospective values integrated in frontal cortex drive predictive choice

予測に基づいて行動を選ぶ脳の回路の発見 --2次運動野が担う予測的な行動選択--. 京都大学プレスリリース. 2023-01-30.Animals must flexibly estimate the value of their actions (action-value) to successfully adapt to a changing environment. The brain is thought to estimate action-values from two different sources, namely the action-outcome history (retrospective value) and the knowledge of the environment (prospective value), but how different estimates of action-values are reconciled to make a choice is not well understood. Here we found that as mice learn the state-transition structure of a decision-making task, retrospective and prospective values become jointly encoded in the preparatory activity of neurons in ALM. Suppressing this preparatory activity in expert mice returned their behavior to a naïve state. These results reveal the neural circuit that injects structural knowledge into action selection to promote predictive decision-making

Changes in the SF-8 scores among healthy non-smoking school teachers after the enforcement of a smoke-free school policy: a comparison by passive smoke status

<p>Abstract</p> <p>Background</p> <p>The effects of the enforcement of a smoke-free workplace policy on health-related quality of life (HRQOL) among a healthy population are poorly understood. The present study was undertaken to examine the effects of the enforcement of a smoke-free school policy on HRQOL among healthy non-smoking schoolteachers with respect to their exposure to passive smoke.</p> <p>Methods</p> <p>Two self-reported questionnaire surveys were conducted, the first before and the second after the enforcement of a total smoke-free public school policy in Nara City. A total of 1534 teachers were invited from 62 schools, and their HRQOL was assessed using six domains extracted from the Medical Outcomes Survey Short Form-8 questionnaire (SF-8): general health perception (GH), role functioning-physical (RP), vitality (VT), social functioning (SF), mental health (MH), and role functioning-emotional (RE). The participants were divided into two groups according to their exposure to environmental tobacco smoke (ETS) at baseline: participants not exposed to ETS at school (non-smokers), and participants exposed to ETS at school (passive smokers). Changes in each SF-8 score were evaluated using paired t-tests for each group, and their inter-group differences were evaluated using multiple linear regression analyses adjusted for sex, age, school type, managerial position, and attitude towards a smoke-free policy.</p> <p>Results</p> <p>After ineligible subjects were excluded, 689 teachers were included in the analyses. The number of non-smokers and passive smokers was 447 and 242, respectively. Significant changes in SF-8 scores were observed for MH (0.9; 95% confidence interval [CI], 0.2-1.5) and RE (0.7; 95% CI, 0.0-1.3) in non-smokers, and GH (2.2; 95% CI, 1.2-3.1), VT (1.8; 95% CI, 0.9-2.7), SF (2.7; 95% CI, 1.6-3.8), MH (2.0; 95% CI, 1.0-2.9), and RE (2.0; 95% CI, 1.2-2.8) in passive smokers. In the multiple linear regression analyses, the net changes in the category scores of GH (1.8; 95% CI, 0.7-2.9), VT (1.4, 95% CI, 0.3-2.5), SF (2.5; 95% CI, 1.1-3.9), MH (1.2; 95% CI, 0.1-2.4) and RE (1.6; 95% CI, 0.5-2.7) in passive smokers significantly exceeded those in non-smokers.</p> <p>Conclusions</p> <p>A smoke-free school policy would improve the HRQOL of healthy non-smoking teachers who are exposed to ETS.</p

Determination of the reference value and systematic bias of the functional reach test in Japanese elderly people by meta-analysis

AbstractBackground/PurposeThe functional reach test (FRT), which was developed as a clinical balance assessment tool, has been widely used as a fall risk assessment tool in elderly people. The aim of the present study was to investigate the reference value and the presence of systematic bias in the FRT using the methodology of meta-analysis in community-dwelling elderly people.MethodsRelevant research articles were sought from electronic databases: MEDLINE, EMBASE, Cumulative Index to Nursing and Allied Health Literature (CINAHL) and Igakucyuouzasshi. The search was conducted from January 1990 to August 2011, and the terms “functional reach” and “elderly” were used in combination in the search. The searches were limited to peer-reviewed research articles involving Japanese elderly people with good functioning, aged 60 years and older. Weighted means were calculated for the reference value of FRT by a fixed effect model and a random effect model. Furthermore, weighted least squares regression was performed to determine the presence of systematic bias in the reference value of FRT.ResultsA total of 19 articles fulfilled the inclusion criteria, including 4274 participants whose mean age ranged from 69.0 to 81.4 years. The reference value of FRT was 29.44 cm (95% confidence interval: 27.60–31.27 cm) using the random-effect model, since the reference value using the fixed-effect model was found to have significant heterogeneity. Furthermore, multivariate weighted least squares regression was performed, and sex, age, height, and measurement method (one-arm or two-arm reach) were all independently associated with the FRT value (multiple R2 = 0.295, χ2 = 76.6, p < 0.001).ConclusionsSince participants' characteristics (sex, age, and height) and measurement method are probably related to systematic error in the FRT, judgment of physical function in elderly people using only the reference value determined in this study may have limitations