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🚨 SILVER PARITY DISLOCATION — STRUCTURAL RISK ALERT 🚨 Current Reality COMEX Silver (Fri Close): $103/oz USDINR: 92 Fair MCX Value ≈ ₹3.04 Lakh/Kg MCX Mini Silver Close: ₹3.40 Lakh/Kg 🔴 Overpricing vs Global Parity: ₹35,500/Kg (~11.6% Premium) #Deleveraging Stress Scenario COMEX Silver → $70/oz USDINR → 95 👉 Fair MCX Value ≈ ₹2.14 Lakh/Kg Downside Implication ₹3.40L → ₹2.14L 🔻 Potential Decline ≈ -37% Key Observations ▪ Global silver momentum weakening ▪ Domestic pricing significantly inflated ▪ Leverage-driven structure ➡️ Parity gaps historically always close Conclusion Silver strength is optical. Risk is structural. Math > Narrative ✍️ @AlgoBoffin #Silver #MCX #COMEX #ParityGap #Deleveraging #MacroRisk #HardMath
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19 Sep 2025
We released HARDMath last year to benchmark LLMs on applied math, but recent reasoning models have quickly saturated it! In HARDMath2 (accepted to NeurIPS!), we significantly increase the difficulty and diversity of our problems and implement a custom numerical evaluator.
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15 Feb 2025
Lfg, congrats on getting accepted to @iclr_conf! HARDMath, a more rigorous and complex math benchmark, looks to push frontier models to improve their mathematical and analytical capabilities - a job well done @erikyw26
14 Feb 2025
We’re excited to share that HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics has been accepted to #ICLR2025! 🧵
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14 Feb 2025
Glad to co-lead HARDMath (accepted to #ICLR2025)! HARDMath offers: - a graduate-level benchmark uniquely targeting applied math techniques - an automatic pipeline for high quality problem/solution generation For more details, check out Erik's thread below!
14 Feb 2025
We’re excited to share that HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics has been accepted to #ICLR2025! 🧵
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14 Feb 2025
We find that frontier models across the board (including recent reasoning models) exhibit much worse performance on HARDMath than on existing, widely-used benchmarks like GSM8K and MATH.
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14 Feb 2025
HARDMath includes 1426 graduate-level applied math problems across 6 problem types, targeting approximation reasoning & asymptotic methods, and an algorithmic framework that generates questions and solutions with quality guarantees.
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14 Feb 2025
When you think of math, you might picture neat equations with exact analytical solutions. However, scientists and engineers often face complex systems that lack easy, closed-form solutions and use clever mathematical approximations instead. Current LLM math benchmarks surprisingly fail to cover this crucial domain in math—this motivates us to introduce HARDMath.
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14 Feb 2025
We’re excited to share that HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics has been accepted to #ICLR2025! 🧵
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There are questions that not even the wisest can answer. Which is the right one? 🥺📚 #Trivia #Gaming #HardMath
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Solving A Difficult Exponential Equation | X is real number #mathchallenge #hardmath #mathexams youtu.be/BaX6YFwc-qQ?si=bzia… via @YouTube @Apple @GoodnotesApp
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Hard Math Problem | Solving Exponential System Equations | X,Y Are Real Numbers #hardmath #mathchallenge #mathexamhttps://youtu.be/9tqIBJGnoVs?si=DgTvZuTHfAceCF0U via @YouTube @Apple @GoodnotesApp
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Proving An Interesting Inequality | a,b,c in [-1;1] | a b c = -1 #mathchallenge #mathexam #hardmath youtu.be/8NY4llv5dxw?si=vfEc… via @YouTube @Apple @GoodnotesApp
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Solving A Difficult Exponential Equation | X is real number #mathchallenge #hardmath #mathexams youtu.be/BaX6YFwc-qQ?si=OUuN… via @YouTube @Apple @GoodnotesApp
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Hard Math Problem | Solving Exponential System Equations | X,Y Are Real Numbers #hardmath #mathchallenge #mathexam youtu.be/9tqIBJGnoVs?si=TdLZ… via @YouTube @Apple @GoodnotesApp
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Solving A Viral Exponential Equation | X^5 = 9^X #mathviral #hardmath #algebraic youtu.be/51RFZqsd8TU?si=bvNN… via @YouTube @Apple @GoodnotesApp inspire by @LEJPMath
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Whoever can solve for x when y is 2837283726276 and s is 781738626376266.7 will win the prize of a shout-out! No calculators! x=73 s*y-6656655432446 solve it 👀 #mathematics #hardmath #equation #shoutout #math #difficultmath #mathexpert