Elevate Your Workouts with LiftTrack
Create, sync, and adapt strength workouts seamlessly with Garmin devices. Built for lifters to track progress and improve performance every session.
This app is designed to close the gap, bringing a powerful, easy-to-use tool for lifters who want more than what Garmin Connect can offer.
Sync workouts directly to your Garmin device for in-depth, real-time tracking. Confirm weights and reps as you lift, ensuring accurate tracking of each session.
Set new goals automatically after each workout to keep you progressing. With your performance data, the app will soon suggest updated weights and reps for your next session.
Build workouts with just a few taps. Add exercises, customize sets, reps, rest timers, and target weights all from an intuitive interface.
We’re committed to helping you make real progress. Planned updates will bring in-depth analytics, workout progress tracking, and automatic adjustments to fine-tune every session.
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%20tasks%2C%20the%20demand%20for%20these%20state-of-the-art%20models%20increases%20commensurately.%20However%2C%20their%20deployment%20is%20costly%20both%20in%20terms%20of%20processing%20power%20and%20time.%20In%20this%20paper%2C%20we%20investigate%20the%20feasibility%20of%20creating%20smaller%2C%20highly-performing%20specialized%20algorithms%20by%20way%20of%20fine-tuning.%20To%20do%20this%2C%20we%20first%20present%20a%20large%20pre-trained%20model%20with%2020%20unique%20scenarios%20that%20combine%20different%20social%20contexts%20with%20games%20of%20varying%20social%20dilemmas%2C%20record%20its%20answers%2C%20and%20use%20them%20for%20Q%26A%20fine-tuning%20on%20a%20smaller%20model%20of%20the%20same%20family.%20Our%20focus%20is%20on%20in-context%20game-theoretic%20decision-making%2C%20the%20same%20domain%20within%20which%20human%20interaction%20occurs%20and%20that%20requires%20both%20a%20theory%20of%20mind%20(or%20a%20semblance%20thereof)%20and%20an%20understanding%20of%20social%20dynamics.%20The%20smaller%20model%20is%20therefore%20trained%20not%20just%20on%20the%20answers%20provided%2C%20but%20also%20on%20the%20motivations%20provided%20by%20the%20larger%20model%2C%20which%20should%20contain%20advice%20and%20guidelines%20to%20navigate%20both%20strategic%20dilemmas%20and%20social%20cues.%20We%20find%20that%20the%20fine-tuned%20smaller%20language%20model%20consistently%20bridged%20the%20gap%20in%20performance%20between%20the%20smaller%20pre-trained%20version%20of%20the%20model%20and%20its%20larger%20relative%20and%20that%20its%20improvements%20extended%20in%20areas%20and%20contexts%20beyond%20the%20ones%20provided%20in%20the%20training%20examples%2C%20including%20on%20out-of-sample%20scenarios%20that%20include%20completely%20different%20game%20structures.%20On%20average%20for%20all%20games%2C%20through%20fine-tuning%2C%20the%20smaller%20model%20showed%20a%2046%25%20improvement%20measured%20as%20alignment%20towards%20the%20behavior%20of%20the%20larger%20model%2C%20with%20100%25%20representing%20indistinguishable%20behavior.%20When%20presented%20with%20out-of-sample%20social%20contexts%20and%20games%2C%20the%20fine-tuned%20model%20still%20displays%20remarkable%20levels%20of%20alignment%2C%20reaching%20an%20improvement%20of%2018%25%20and%2028%25%20respectively.)
Large Model Strategic Thinking, Small Model Efficiency: Transferring Theory of Mind in Large Language Models
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