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Potemkin Understanding in LLMs: New Study Reveals Flaws in AI Benchmarks
New research reveals that LLMs often fake understanding, passing benchmarks but failing to apply concepts or stay internally consistent.
reack-checkbox0
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https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react.min.js https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react-dom.min.js https://cdnjs.cloudflare.com/ajax/libs/immutable/3.7.6/immutable.min.js https://cdnjs.cloudflare.com/ajax/libs/lodash.js/
https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react.min.js https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react-dom.min.js https://cdnjs.cloudflare.com/ajax/libs/immutable/3.7.6/immutable.min.js https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.3.0/lodash.min.js https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.11.2/moment.min.js https://cdnjs.cloudflare.com/ajax/libs/randomcolor/0.4.4/randomColor.min.js
$ sudo npm install -g npx $ sudo npm install -g create-react-app $ npx create-react-app rock-reack $ cd rock-reack && npm start
index.js Button.js
npm start
npm run dist
npm run build
npm publish
echo fs.inotify.max_user_watches=524288 | sudo tee -a /etc/sysctl.conf && sudo sysctl -p
npm info reack-button version
npm install --save source-map-explorer
yarn add source-map-explorer
npm run build npm run analyze
const digits = Immutable.fromJS({ '0': [1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1], '1': [0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1], '2': [1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1], '3': [1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1], '4': [1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1], '5': [1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1], '6': [1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1], '7': [1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1], '8': [1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1], '9': [1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1], ':': [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] });
function Segment(props) {
const style = {
backgroundColor: props.active ? props.color : 'transparent'
};
return (<div className="segment" style={style} />);
}
const Digit = React.createClass({
shouldComponentUpdate: function (nextProps) {
return nextProps.data !== this.props.data;
},
render: function() {
const colors = randomColor({count: 15});
const segments = _.zipWith(this.props.data.toArray(), colors, (active, color) => {
return {
active: active,
color: color
};
});
return (
<div className="digit">
{segments.map((segment) => <Segment {...segment} />)}
</div>
);
}
});
const Clock = React.createClass({
getInitialState: function() {
return {
time: moment()
};
},
componentDidMount: function() {
this.interval = setInterval(this.updateTime, 1000);
},
componentWillUnmount: function() {
clearInterval(this.interval);
delete(this.interval);
},
updateTime: function() {
this.setState({
time: moment()
});
},
render: function() {
const time = this.state.time.format('HH:mm:ss').split('');
return (
<div className="clock">
{time.map((digit) => <Digit data={digits.get(digit)} />)}
</div>
);
}
});
const mountNode = document.getElementById('i-am-root'); ReactDOM.render(, mountNode);
FAQs
https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react.min.js https://cdnjs.cloudflare.com/ajax/libs/react/15.3.1/react-dom.min.js https://cdnjs.cloudflare.com/ajax/libs/immutable/3.7.6/immutable.min.js https://cdnjs.cloudflare.com/ajax/libs/lodash.js/
We found that reack-checkbox0 demonstrated a not healthy version release cadence and project activity because the last version was released a year ago. It has 1 open source maintainer collaborating on the project.
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