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A nonlinear voice from GW250114 ringdown

General Relativity and Quantum Cosmology · Submitted 9 Jan 2026

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim Here we show the first observational evidence for a set of quadratic quasi-normal modes in the ringdown of the binary black hole merger GW250114, the loudest gravitational-wave event detected to date, enabled by a novel analysis.

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arXiv ID2601.05734 (version 2)
Pith IDS7U5NER5, Pith's permanent record of this paper and its review
CitationHuan Yang, Junquan Su, Neev Khera, Sizheng Ma, Yi-Fan Wang. "A nonlinear voice from GW250114 ringdown." arXiv:2601.05734 (2026). https://pith.science/paper/S7U5NER5
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The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 7,230 input tokens.

What the abstract itself states, as probabilities: claims first 0.96 · states limitation 0.14 · human participants 0.01 · controlled comparison 0.18 · randomized assignment 0.01 · states quantitative result 0.99 · compares with prior results 0.52 · mentions code or data availability 0.02.

The abstract, sentence by sentence

arXiv listing abstract v2. Results and the main claim are underlined; .

Gravitational-wave astronomy, by detecting ripples in spacetime, has opened a new window to observe compact objects and probe theories of gravity in the nonlinear strong-field regime. The ringdown signal of a binary black hole merger contains a superposition of damped sinusoids known as quasi-normal modes (Ref.[1]), whose frequencies are completely determined by the mass and spin of the remnant black hole and form the basis of black hole spectroscopy (Refs.[2-4]). A crucial prediction yet to be observationally confirmed is the existence of quadratic quasi-normal modes, which represent fundamental properties associated with wave-wave coupling in general relativity, and the leading mode is predicted to be detectable with next-generation ground-based detectors (Refs.[5-7]) using traditional methods. Here we show the first observational evidence for a set of quadratic quasi-normal modes in the ringdown of the binary black hole merger GW250114, the loudest gravitational-wave event detected to date, enabled by a novel analysis. These nonlinear modes result from the quadratic coupling of the linear $(2,2,n)$ modes with $n\leq3$. Starting the analysis at a time corresponding to four times the remnant mass ($M_\mathrm{f}$) after the merger, the evidence for their presence reaches a Bayes factor of 62. A phenomenological test allowing these modes to deviate from the theoretical prediction rejects the zero-amplitude hypothesis at a significance of 3.4 $\sigma$, while the inferred amplitude and complex frequency are consistent with the prediction of general relativity. This finding provides the first observational evidence of gravitational wave-wave interaction and extends black hole spectroscopy from the linear to the nonlinear regime. It also establishes a new direction for testing the fundamental nonlinear structure of general relativity with the most extreme gravity.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 Gravitational-wave astronomy, by detecting ripples in spacetime, has opened a new window to observe compact objects and probe theories of gravity in the nonlinear strong-field regime. background 1.00 0.04 0.02 asserted 1.00
s1 The ringdown signal of a binary black hole merger contains a superposition of damped sinusoids known as quasi-normal modes (Ref.[1]), whose frequencies are completely determined by the mass and spin of the remnant black hole and form the basis of black hole spectroscopy (Refs.[2-4]). background 1.00 0.04 0.02 asserted 1.00
s2 A crucial prediction yet to be observationally confirmed is the existence of quadratic quasi-normal modes, which represent fundamental properties associated with wave-wave coupling in general relativity, and the leading mode is predicted to be detectable with next-generation ground-based detectors (Refs.[5-7]) using traditional methods. gap 0.97 0.04 0.03 asserted 0.68
s3 Here we show the first observational evidence for a set of quadratic quasi-normal modes in the ringdown of the binary black hole merger GW250114, the loudest gravitational-wave event detected to date, enabled by a novel analysis. contribution 0.63 0.97 0.93 asserted 1.00
s4 These nonlinear modes result from the quadratic coupling of the linear $(2,2,n)$ modes with $n\leq3$. result 0.46 0.55 0.07 asserted 1.00
s5 Starting the analysis at a time corresponding to four times the remnant mass ($M_\mathrm{f}$) after the merger, the evidence for their presence reaches a Bayes factor of 62. result 0.93 0.96 0.06 asserted 1.00
s6 A phenomenological test allowing these modes to deviate from the theoretical prediction rejects the zero-amplitude hypothesis at a significance of 3.4 $\sigma$, while the inferred amplitude and complex frequency are consistent with the prediction of general relativity. result 0.99 0.94 0.12 asserted 0.95
s7 This finding provides the first observational evidence of gravitational wave-wave interaction and extends black hole spectroscopy from the linear to the nonlinear regime. interpretation 0.98 0.94 0.79 asserted 1.00
s8 It also establishes a new direction for testing the fundamental nonlinear structure of general relativity with the most extreme gravity. interpretation 0.80 0.64 0.10 asserted 0.99

What kind of paper the classifier reports this is: empirical study 1.00 · evidence from analysis of existing data 0.84.

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not examined
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  • references and citing sentences
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Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

Gravitational-wave astronomy, by detecting ripples in spacetime, has opened a new window to observe compact objects and probe theories of gravity in the nonlinear strong-field regime. The ringdown signal of a binary black hole merger contains a superposition of damped sinusoids known as quasi-normal modes (Ref.[1]), whose frequencies are completely determined by the mass and spin of the remnant black hole and form the basis of black hole spectroscopy (Refs.[2-4]). A crucial prediction yet to be observationally confirmed is the existence of quadratic quasi-normal modes, which represent fundamental properties associated with wave-wave coupling in general relativity, and the leading mode is predicted to be detectable with next-generation ground-based detectors (Refs.[5-7]) using traditional methods. Here we show the first observational evidence for a set of quadratic quasi-normal modes in the ringdown of the binary black hole merger GW250114, the loudest gravitational-wave event detected to date, enabled by a novel analysis. These nonlinear modes result from the quadratic coupling of the linear $(2,2,n)$ modes with $n\leq3$. Starting the analysis at a time corresponding to four times the remnant mass ($M_\mathrm{f}$) after the merger, the evidence for their presence reaches a Bayes factor of 62. A phenomenological test allowing these modes to deviate from the theoretical prediction rejects the zero-amplitude hypothesis at a significance of 3.4 $\sigma$, while the inferred amplitude and complex frequency are consistent with the prediction of general relativity. This finding provides the first observational evidence of gravitational wave-wave interaction and extends black hole spectroscopy from the linear to the nonlinear regime. It also establishes a new direction for testing the fundamental nonlinear structure of general relativity with the most extreme gravity.

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References
How the literature uses it

11 arXiv papers cite this in 16 sentences

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

Papers citing it · 14 sentences without a confident label

Cites it as support 1 paper
Cites it as background 1 paper

What it cites · 39 sentences without a confident label

Uses the method or tool of 6 papers
Uses data or values from 9 papers
  • We apply this method to the black hole merger event GW250114, the loudest GW detection to date with a network matched-filtering SNR of 80 [ref] by LIGO [ref] , Virgo [ref] and KAGRA [ref] collaboration.

    Interferometer design of the KAGRA gravitational wave detector · Introduction · 0.87

  • We apply this method to the black hole merger event GW250114, the loudest GW detection to date with a network matched-filtering SNR of 80 [ref] by LIGO [ref] , Virgo [ref] and KAGRA [ref] collaboration.

    Advanced Virgo: a 2nd generation interferometric gravitational wave detector · Introduction · 0.87

  • We apply this method to the black hole merger event GW250114, the loudest GW detection to date with a network matched-filtering SNR of 80 [ref] by LIGO [ref] , Virgo [ref] and KAGRA [ref] collaboration.

    Advanced LIGO · Introduction · 0.87

Cites as background 23 papers

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