Olli Järviniemi’s research while affiliated with University of Turku and other places

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Publications (19)


Figure 2: Comparison of unsolved problems across five mathematics benchmarks. While existing benchmarks are approaching saturation (see Appendix B.3), FrontierMath maintains a >98% unsolved rate.
Figure 3: Example verification script for the Diophantine problem: Find a tuple of integers (x, y) such that x 2 −7y 2 = 1. The left boxes show the code that produces and saves answers, the right box shows the verification script that evaluates them.
FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI
  • Preprint
  • File available

November 2024

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18 Reads

Elliot Glazer

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Ege Erdil

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Tamay Besiroglu

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[...]

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Shreepranav Varma Enugandla

We introduce FrontierMath, a benchmark of hundreds of original, exceptionally challenging mathematics problems crafted and vetted by expert mathematicians. The questions cover most major branches of modern mathematics -- from computationally intensive problems in number theory and real analysis to abstract questions in algebraic geometry and category theory. Solving a typical problem requires multiple hours of effort from a researcher in the relevant branch of mathematics, and for the upper end questions, multiple days. FrontierMath uses new, unpublished problems and automated verification to reliably evaluate models while minimizing risk of data contamination. Current state-of-the-art AI models solve under 2% of problems, revealing a vast gap between AI capabilities and the prowess of the mathematical community. As AI systems advance toward expert-level mathematical abilities, FrontierMath offers a rigorous testbed that quantifies their progress.

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Higher-degree Artin conjecture

April 2024

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4 Reads

The Quarterly Journal of Mathematics

For an algebraic number α we consider the orders of the reductions of α in finite fields. In the case where α is an integer, it is known by the work on Artin’s primitive root conjecture that the order is ‘almost always almost maximal’ assuming the Generalized Riemann Hypothesis (GRH), but unconditional results remain modest. We consider higher-degree variants under GRH. First, we modify an argument of Roskam to settle the case where α and the reduction have degree two. Second, we give a positive lower density result when α is of degree three and the reduction is of degree two. Third, we give higher-rank results in situations where the reductions are of degree two, three, four or six. As an application we give an almost equidistribution result for linear recurrences modulo primes. Finally, we present a general result conditional to GRH and a hypothesis on smooth values of polynomials at prime arguments.


Gaussian almost primes in almost all narrow sectors

November 2023

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7 Reads

Revista Matemática Iberoamericana

We show that almost all sectors of the disc \{z \in \mathbb{C}: |z|^2\leq X\} of area (\log X)^{15.1} contain products of exactly two Gaussian primes, and that almost all sectors of area (\log X)^{1 + \varepsilon} contain products of exactly three Gaussian primes. The argument is based on mean value theorems, large value estimates and pointwise bounds for Hecke character sums.



Positive lower density for prime divisors of generic linear recurrences

April 2023

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24 Reads

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2 Citations

Mathematical Proceedings of the Cambridge Philosophical Society

Let d3d \ge 3 be an integer and let PZ[x]P \in \mathbb{Z}[x] be a polynomial of degree d whose Galois group is SdS_d . Let (an)(a_n) be a non-degenerate linearly recursive sequence of integers which has P as its characteristic polynomial. We prove, under the generalised Riemann hypothesis, that the lower density of the set of primes which divide at least one non-zero element of the sequence (an)(a_n) is positive.


Gaussian almost primes in almost all narrow sectors

March 2023

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9 Reads

We show that almost all sectors of the disc {zC:z2X}\{z \in \mathbb{C}: |z|^2\leq X\} of area (logX)15.1(\log X)^{15.1} contain products of exactly two Gaussian primes, and that almost all sectors of area (logX)1+ε(\log X)^{1 + \varepsilon} contain products of exactly three Gaussian primes. The argument is based on mean value theorems, large value estimates and pointwise bounds for Hecke character sums.


On large differences between consecutive primes

December 2022

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23 Reads

We show that pn[x,2x]pn+1pnx1/2(pn+1pn)x0.57+ϵ\sum_{\substack{p_n \in [x, 2x] \\ p_{n+1} - p_n \ge x^{1/2}}} (p_{n+1} - p_n) \ll x^{0.57+\epsilon} and pn[x,2x]pn+1pnx0.45(pn+1pn)x0.63+ϵ,\sum_{\substack{p_n \in [x, 2x] \\ p_{n+1} - p_n \ge x^{0.45}}} (p_{n+1} - p_n) \ll x^{0.63+\epsilon}, where pnp_n is the nnth prime number. The proof combines Heath-Brown's recent work with Harman's sieve, improving and extending his results. We give applications of the results to prime-representing functions, binary digits of primes and approximation of reals by multiplicative functions.


Unified treatment of Artin-type problems

December 2022

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27 Reads

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3 Citations

Research in Number Theory

Since Hooley’s seminal 1967 resolution of Artin’s primitive root conjecture under the Generalized Riemann Hypothesis, numerous variations of the conjecture have been considered. We present a framework generalizing and unifying many previously considered variants, and prove results in this full generality (under GRH).


Unified treatment of Artin-type problems II

November 2022

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16 Reads

This work concerns Artin's Conjecture on primitive roots and related problems for number fields. Let KK be a number field and let W1W_1 to WnW_n be finitely generated subgroups of K×K^\times of positive rank. We consider the index map, which maps a prime p\mathfrak p of KK to the nn-tuple of the indices of (Wimodp)(W_i \bmod \mathfrak p). Conditionally under GRH, any preimage under the index map admits a density, and the aim of this work is describing it. For example, we express the density as a limit in various ways. We study in particular the preimages of sets of nn-tuples that are defined by prescribing valuations for their entries. Under some mild assumptions we can express the density as a multiple of a (suitably defined) Artin-type constant.



Citations (4)


... We remark that questions on how often a linear recurrence has a zero modulo p (a conclusion much weaker than approximate equidistribution) have previously received some attention, especially in the case of linear recurrences of order two (see [17,Section 8.4] for references). The author has in a recent preprint established a GRH-conditional result applicable for generic recurrences of any order [12]. Previously such a result had been established under a hypothesis on almost maximality of the order almost always in the case deg(α) = deg(ϕ(α)) [24]. ...

Reference:

Orders of algebraic numbers in finite fields
Positive lower density for prime divisors of generic linear recurrences

Mathematical Proceedings of the Cambridge Philosophical Society