Demonstration of measurement-free universal logical quantum computation
Open accessPublished version of a preprint
Abstract
The ability to perform quantum error correction (QEC) and robust gate operations on encoded qubits opens the door to demonstrations of quantum algorithms. Contemporary QEC schemes typically require mid-circuit measurements with feed-forward control, which are challenging for qubit control, often slow, and susceptible to relatively high error rates. In this work, we propose and experimentally demonstrate a universal toolbox of fault-tolerant logical operations on error-detecting codes without mid-circuit measurements on a trapped-ion quantum processor. We present modular logical state teleportation between two four-qubit error-detecting codes without measurements during algorithm execution. Moreover, we realize a fault-tolerant universal gate set on an eight-qubit error-detecting code hosting three logical qubits, based on state injection, which can be executed by coherent gate operations only. We apply this toolbox to experimentally realize Grover’s quantum search algorithm fault-tolerantly on three logical qubits encoded in eight physical qubits, with the implementation displaying clear identification of the desired solution states. Our work demonstrates the practical feasibility and provides first steps into the largely unexplored direction of measurement-free quantum computation.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The five-qubit code is a perfect code.
“it is a perfect code, a notion we discuss at the end of this section.”
From Quantum error correction and fault tolerance: A comprehensive tutorial (2026) · cites this paper as [59]
The Results section, “FT toolbox for universal operations on the [[8, 3, 2]]-code” (page unavailable), describes an eight-qubit code, not the five-qubit code. Searches for “five-qubit code perfect code” and “[[5,1,3]]” found no passage in our copy addressing whether the five-qubit code is perfect. (LLM, conf=0.72)
Experimental — accuracy not yet measuredThe five-qubit code can correct an arbitrary single-qubit error.
“the smallest code that can correct an arbitrary single-qubit error.”
From Quantum error correction and fault tolerance: A comprehensive tutorial (2026) · cites this paper as [59]
The Results section on the [[8, 3, 2]] code says that its eight-qubit code can detect any single error, not that a five-qubit code can correct one. Searches for the five-qubit code and arbitrary single-qubit error correction found no passage in our copy addressing that claim or the cited sentence’s ‘smallest code’ qualification. (LLM, conf=0.72)
Experimental — accuracy not yet measuredThe five-qubit code is the smallest possible QEC code that can protect a single logical qubit against single-qubit errors.
“The five-qubit code—the smallest possible QEC code that can protect a single logical qubit against single-qubit errors—was independently proposed by Laflamme, Miquel, Paz, and Zurek [59] and Bennett, DiVincenzo, Smolin, and Wootters [60] in 1996.”
From Quantum error correction and fault tolerance: A comprehensive tutorial (2026) · cites this paper as [59]
The Results section (page unavailable) calls the [[8, 3, 2]] code the smallest instance of a three-dimensional color code and says it detects single errors. Searches for the five-qubit code and single-qubit error correction found no passage in our copy addressing whether the five-qubit code is the smallest code that protects one logical qubit against such errors. (LLM, conf=0.74)
Experimental — accuracy not yet measuredThe five-qubit code is denoted as a [[5,1,3]] code.
“This code, denoted as a J5, 1, 3K code [59]”
From Quantum error correction and fault tolerance: A comprehensive tutorial (2026) · cites this paper as [59]
The Results section, “FT toolbox for universal operations on the [[8, 3, 2]]-code” (page unavailable), identifies the paper’s eight-qubit code as [[8, 3, 2]] but does not address the five-qubit code’s designation. Searches for “[[5, 1, 3]]” and “five-qubit code distance three” found no passage establishing the claimed notation. (LLM, conf=0.73)
Experimental — accuracy not yet measuredThe five-qubit code has four independent stabilizer generators g1 = XZZXI, g2 = IXZZX, g3 = XIXZZ, g4 = ZXIXZ.
“we need 5− 1 = 4 independent stabilizer generators, which can be written as g1 = XZZXI, (4.27) g2 = IXZZX, (4.28) g3 = XIXZZ, (4.29) g4 = ZXIXZ . (4.30)”
From Quantum error correction and fault tolerance: A comprehensive tutorial (2026) · cites this paper as [59]
The Results section on the [[8, 3, 2]]-code describes stabilizers for an eight-qubit code, not the claimed five-qubit code. Searches for the four listed Pauli strings and for five-qubit stabilizer generators found no passage in our copy addressing the claim. The indexed passages provide no page numbers. (LLM, conf=0.76)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Quantum Computing in the NISQ era and beyond
Preskill, J. (2018) · Quantum · doi:10.22331/q-2018-08-06-79 · Cited by 8,830 · see citing works
Quantum Mechanics Helps in Searching for a Needle in a Haystack
Grover, L. K. (1997) · Physical Review Letters · doi:10.1103/physrevlett.79.325 · Cited by 4,306 · see citing works
Bernstein, E., & Vazirani, U. (1993) · Proceedings of the twenty-fifth annual ACM symposium on Theory of computing - STOC '93 · doi:10.1145/167088.167097 · Cited by 1,284 · see citing works
Logical quantum processor based on reconfigurable atom arrays
Bluvstein, D., Evered, S. J., Geim, A. A., Li, S. H., Zhou, H., Manovitz, T., Ebadi, S., Cain, M., Kalinowski, M., Hangleiter, D., et al. (2024) · Nature · doi:10.1038/s41586-023-06927-3 · Cited by 1,119 · see citing works
Realizing repeated quantum error correction in a distance-three surface code
Krinner, S., Lacroix, N., Remm, A., Di Paolo, A., Genois, E., Leroux, C., Hellings, C., Lazar, S., Swiadek, F., Herrmann, J., et al. (2022) · Nature · doi:10.1038/s41586-022-04566-8 · Cited by 686 · see citing works
Self-citationSurface code quantum computing by lattice surgery
Horsman, D., Fowler, A. G., Devitt, S., & Meter, R. V. (2012) · New Journal of Physics · doi:10.1088/1367-2630/14/12/123011 · Cited by 598 · cited 1× · see citing works
“A standard approach for teleporting a state between registers is based on lattice surgery 45,46 , which is illustrated in Fig.”
Demonstration of the trapped-ion quantum CCD computer architecture
Pino, J. M., Dreiling, J. M., Figgatt, C., Gaebler, J. P., Moses, S. A., Allman, M. S., Baldwin, C. H., Foss-Feig, M., Hayes, D., Mayer, K., et al. (2021) · Nature · doi:10.1038/s41586-021-03318-4 · Cited by 547 · see citing works
Realization of an Error-Correcting Surface Code with Superconducting Qubits
Zhao, Y., Ye, Y., Huang, H.-L., Zhang, Y., Wu, D., Guan, H., Zhu, Q., Wei, Z., He, T., Cao, S., et al. (2022) · Physical Review Letters · doi:10.1103/physrevlett.129.030501 · Cited by 321 · see citing works
Demonstration of fault-tolerant universal quantum gate operations
Postler, L., Heuβen, S., Pogorelov, I., Rispler, M., Feldker, T., Meth, M., Marciniak, C. D., Stricker, R., Ringbauer, M., Blatt, R., et al. (2022) · Nature · doi:10.1038/s41586-022-04721-1 · Cited by 287 · see citing works
Self-citationBonilla Ataides, J. P., Tuckett, D. K., Bartlett, S. D., Flammia, S. T., & Brown, B. J. (2021) · Nature Communications · doi:10.1038/s41467-021-22274-1 · Cited by 262 · see citing works
Optimal and efficient decoding of concatenated quantum block codes
Poulin, D. (2006) · Physical Review A · doi:10.1103/physreva.74.052333 · Cited by 105 · see citing works
Benchmarking a trapped-ion quantum computer with 30 qubits
Chen, J.-S., Nielsen, E., Ebert, M., Inlek, V., Wright, K., Chaplin, V., Maksymov, A., Páez, E., Poudel, A., Maunz, P., et al. (2024) · Quantum · doi:10.22331/q-2024-11-07-1516 · Cited by 103 · see citing works
Radnaev, A. G., Chung, W. C., Cole, D. C., Mason, D., Ballance, T. G., Bedalov, M. J., Belknap, D. A., Berman, M. R., Blakely, M., Bloomfield, I. L., et al. (2025) · PRX Quantum · doi:10.1103/66s8-jj18 · Cited by 54 · see citing works
Scaling and logic in the colour code on a superconducting quantum processor
Lacroix, N., Bourassa, A., Heras, F. J. H., Zhang, L. M., Bausch, J., Senior, A. W., Edlich, T., Shutty, N., Sivak, V., Bengtsson, A., et al. (2025) · Nature · doi:10.1038/s41586-025-09061-4 · Cited by 51 · see citing works
Penning micro-trap for quantum computing
Jain, S., Sägesser, T., Hrmo, P., Torkzaban, C., Stadler, M., Oswald, R., Axline, C., Bautista-Salvador, A., Ospelkaus, C., Kienzler, D., et al. (2024) · Nature · doi:10.1038/s41586-024-07111-x · Cited by 33 · cited 2× · see citing works
“The total experimental[simulated] success probability of 76(2)%[77(1)”
Fault-Tolerant One-Bit Addition with the Smallest Interesting Colour Code
Wang, Y., Simsek, S., Gatterman, T. M., Gerber, J. A., Gilmore, K., Gresh, D., Hewitt, N., Horst, C. V., Matheny, M., Mengle, T., et al. (2023) · arXiv · doi:10.48550/arxiv.2309.09893 · Cited by 32 · see citing works
Flagged first, then by citations
Research works printed but not linked: 71
- [2]Gottesman, D. Stabilizer Codes and Quantum Error Correction. PhD thesis (California Institute of Technology, 1997).
- [3]Nielsen, M. A. & Chuang, I. L. Quantum Computation and Quantum Information, 10th edn (Cambridge University Press, 2010).
- [4]Knill, E., Laflamme, R. & Zurek, W. H. Resilient quantum computation. Science 279, 342–345 (1998). · DOI · Paper page
- [5]Eastin, B. & Knill, E. Restrictions on transversal encoded quantum gate sets. Phys. Rev. Lett. 102, 110502 (2009). 19392181 · DOI · Paper page
- [6]Ryan-Anderson, C. et al. Realization of real-time fault-tolerant quantum error correction. Phys. Rev. X 11, 041058 (2021).
- [7]Postler, L. et al. Demonstration of fault-tolerant Steane quantum error correction. PRX Quantum 5, 030326 (2024). · DOI · Paper page
- [8]Huang, S., Brown, K. R. & Cetina, M. Comparing Shor and Steane error correction using the Bacon–Shor code. Sci. Adv. 10, eadp2008 (2024). 39504382 PMC11800988 · DOI
- [9]Reichardt, B. W. et al. Demonstration of quantum computation and error correction with a tesseract code. Preprint at arXiv10.48550/arXiv.2409.04628 (2024).
- [10]Nguyen, N. H. et al. Demonstration of Shor encoding on a trapped-ion quantum computer. Phys. Rev. A 16, 024057 (2021). · DOI
- [11]Google Quantum AI and Collaborators. Quantum error correction below the surface code threshold. Nature638, 920–926 (2025). PMC11864966 39653125
- [16]Chung, W. C. et al. Fault-tolerant operation and materials science with neutral atom logical qubits. npj Quantum Inf. 11, 95 (2025). · DOI
- [17]Pogorelov, I. et al. Experimental fault-tolerant code switching. Nat. Phys. 21, 298–303 (2025). · DOI
- [18]Daguerre, L., Blume-Kohout, R., Brown, N. C., Hayes, D. & Kim, I. H. Experimental demonstration of high-fidelity logical magic states from code switching. Phys. Rev. X 15, 041008 (2025).
- [19]Dasu, S. et al. Breaking even with magic: demonstration of a high-fidelity logical non-Clifford gate. Preprint at arXiv10.48550/arXiv.2506.14688 (2025).
- [20]Ryan-Anderson, C. et al. High-fidelity teleportation of a logical qubit using transversal gates and lattice surgery. Science 385, 1327–1331 (2024). 39298597 · DOI · Paper page
- [22]Sales Rodriguez, P. et al. Experimental demonstration of logical magic state distillation. Nature 645, 620–625 (2025). 40659049 · DOI
- [23]Gupta, R. S. et al. Encoding a magic state with beyond break-even fidelity. Nature 625, 259–263 (2024). 38200302 PMC10781628 · DOI · Paper page
- [25]Reichardt, B. W. et al. Logical computation demonstrated with a neutral atom quantum processor. Preprint at arXiv10.48550/arXiv.2411.11822 (2024).
- [27]Honciuc Menendez, D., Ray, A. & Vasmer, M. Implementing fault-tolerant non-Clifford gates using the [[8, 3, 2]] color code. Phys. Rev. A 109, 062438 (2024). · DOI
- [28]Pokharel, B. & Lidar, D. A. Better-than-classical Grover search via quantum error detection and suppression. npj Quantum Inf. 10, 23 (2024). · DOI
- [29]Mayer, K. et al. Benchmarking logical three-qubit quantum Fourier transform encoded in the Steane code on a trapped-ion quantum computer. Preprint at arXiv10.48550/arXiv.2404.08616 (2024).
- [30]Graham, T. M. et al. Midcircuit measurements on a single-species neutral alkali atom quantum processor. Phys. Rev. X 13, 041051 (2023).
- [31]Moses, S. A. et al. A race-track trapped-ion quantum processor. Phys. Rev. X 13, 041052 (2023).
- [32]Singh, K. et al. Mid-circuit correction of correlated phase errors using an array of spectator qubits. Science 380, 1265–1269 (2023). 37228222 · DOI · Paper page
- [33]Paz-Silva, G. A., Brennen, G. K. & Twamley, J. Fault tolerance with noisy and slow measurements and preparation. Phys. Rev. Lett. 105, 100501 (2010). 20867497 · DOI
- [34]Gottesman, D. Surviving as a quantum computer in a classical world. Textbook manuscript preprint (2016).
- [35]Goto, H., Ho, Y. & Kanao, T. Measurement-free fault-tolerant logical-zero-state encoding of the distance-three nine-qubit surface code in a one-dimensional qubit array. Phys. Rev. Res. 5, 043137 (2023). · DOI
- [36]Perlin, M. A., Premakumar, V. N., Wang, J., Saffman, M. & Joynt, R. Fault-tolerant measurement-free quantum error correction with multiqubit gates. Phys. Rev. A 108, 062426 (2023). · DOI
- [37]Heußen, S., Locher, D. F. & Müller, M. Measurement-free fault-tolerant quantum error correction in near-term devices. PRX Quantum 5, 010333 (2024). · DOI
- [38]Veroni, S., Müller, M. & Giudice, G. Optimized measurement-free and fault-tolerant quantum error correction for neutral atoms. Phys. Rev. Res. 6, 043253 (2024). · DOI
- [39]Butt, F., Locher, D. F., Brechtelsbauer, K., Büchler, H. P. & Müller, M. Measurement-free, scalable, and fault-tolerant universal quantum computing. Sci. Adv. 11, eadv2590 (2025). 40802749 PMC13155506 · DOI
- [40]Veroni, S., Paler, A. & Giudice, G. Universal quantum computation via scalable measurement-free error correction. PRX Quantum 6, 040337 (2025). · DOI
- [41]Brechtelsbauer, K. et al. Measurement-free quantum error correction optimized for biased noise. PRX Quantum 6, 040349 (2025). · DOI
- [42]Pogorelov, I. et al. Compact ion-trap quantum computing demonstrator. PRX Quantum 2, 020343 (2021). · DOI · Paper page
- [43]Sørensen, A. & Mølmer, K. Entanglement and quantum computation with ions in thermal motion. Phys. Rev. A 62, 022311 (2000). · DOI
- [44]Heußen, S. et al. Strategies for a practical advantage of fault-tolerant circuit design in noisy trapped-ion quantum computers. Phys. Rev. A 107, 042422 (2023). · DOI
- [47]Erhard, A. et al. Entangling logical qubits with lattice surgery. Nature 589, 220–224 (2021). 33442044 · DOI
- [48]Besedin, I. et al. Realizing lattice surgery on two distance-three repetition codes with superconducting qubits. Preprint at arXiv10.48550/arXiv.2501.04612 (2025).
- [49]Zhang, B. et al. Leveraging erasure errors in logical qubits with metastable 171Yb atoms. Preprint at 10.48550/arXiv.2506.13724 (2025). · DOI
- [50]Bombin, H. & Martin-Delgado, M.-A. Topological computation without braiding. Phys. Rev. Lett. 98, 160502 (2007). 17501406 · DOI
- [51]Kubica, A., Yoshida, B. & Pastawski, F. Unfolding the color code. New J. Phys. 17, 083026 (2015). · DOI
- [53]Bravyi, S. & Kitaev, A. Universal quantum computation with ideal Clifford gates and noisy ancillas. Phys. Rev. A 71, 022316 (2005). · DOI · Paper page
- [54]Goto, H. Minimizing resource overheads for fault-tolerant preparation of encoded states of the Steane code. Sci. Rep. 6, 19578 (2016). 26812959 PMC4728394 · DOI · Paper page
- [56]Boyer, M., Brassard, G., Høyer, P. & Tapp, A. Tight bounds on quantum searching. Fortschr. Phys. 46, 493–505 (1998). · DOI
- [57]Chakrabarty, I., Khan, S. & Singh, V. Dynamic Grover search: Applications in recommendation systems and optimization problems. Quantum Inf. Process. 16, 1–21 (2017). · DOI
- [58]Roget, M., Guillet, S., Arrighi, P. & Di Molfetta, G. Grover search as a naturally occurring phenomenon. Phys. Rev. Lett. 124, 180501 (2020). 32441972 · DOI
- [59]Tezuka, H., Nakaji, K., Satoh, T. & Yamamoto, N. Grover search revisited: Application to image pattern matching. Phys. Rev. A 105, 032440 (2022). · DOI
- [60]Nagib, O., Saffman, M. & Mølmer, K. Efficient preparation of entangled states in cavity QED with Grover’s algorithm. Phys. Rev. Lett. 135, 050601 (2025). 40824813 · DOI
- [62]Figgatt, C. et al. Complete 3-qubit Grover search on a programmable quantum computer. Nat. Commun. 8, 1918 (2017). 29203858 PMC5715115 · DOI
- [63]Brickman, K.-A. et al. Implementation of Grover’s quantum search algorithm in a scalable system. Phys. Rev. A 72, 050306 (2005). · DOI
- [64]AbuGhanem, M. Characterizing Grover search algorithm on large-scale superconducting quantum computers. Sci. Rep. 15, 1281 (2025). 39779701 PMC11711768 · DOI
- [65]Roy, T. et al. A programmable three-qubit superconducting processor with all-to-all connectivity. Preprint at arXiv10.48550/arXiv.1809.00668 (2018).
- [66]DiCarlo, L. et al. Demonstration of two-qubit algorithms with a superconducting quantum processor. Nature 460, 240–244 (2009). 19561592 · DOI
- [67]Thorvaldson, I. et al. Grover’s algorithm in a four-qubit silicon processor above the fault-tolerant threshold. Nat. Nanotechnol. 20, 427–477 (2025). PMC12014505 39979400
- [68]Chuang, I. L., Gershenfeld, N. & Kubinec, M. Experimental implementation of fast quantum searching. Phys. Rev. Lett. 80, 3408–3411 (1998). · DOI · Paper page
- [70]Ballance, C. J., Harty, T. P., Linke, N. M., Sepiol, M. A. & Lucas, D. M. High-fidelity quantum logic gates using trapped-ion hyperfine qubits. Phys. Rev. Lett. 117, 060504 (2016). 27541450 · DOI · Paper page
- [71]Harty, T. P. et al. High-fidelity preparation, gates, memory, and readout of a trapped-ion quantum bit. Phys. Rev. Lett. 113, 220501 (2014). 25494060 · DOI · Paper page
- [72]Ruster, T. et al. A long-lived Zeeman trapped-ion qubit. Appl. Phys. B 122, 254 (2016). · DOI
- [73]Wang, P. et al. Single ion qubit with estimated coherence time exceeding one hour. Nat. Commun. 12, 233 (2021). 33431845 PMC7801401 · DOI · Paper page
- [74]Debnath, S. et al. Demonstration of a small programmable quantum computer with atomic qubits. Nature 536, 63–66 (2016). 27488798 · DOI · Paper page
- [76]Hangleiter, D. et al. Fault-tolerant compiling of classically hard instantaneous quantum polynomial circuits on hypercubes. PRX Quantum 6, 020338 (2025). · DOI
- [78]Evered, S. J. et al. High-fidelity parallel entangling gates on a neutral-atom quantum computer. Nature 622, 268–272 (2023). 37821591 PMC10567572 · DOI · Paper page
- [80]Tsai, R. B.-S., Sun, X., Shaw, A. L., Finkelstein, R. & Endres, M. Benchmarking and fidelity response theory of high-fidelity Rydberg entangling gates. PRX Quantum 6, 010331 (2025). · DOI
- [81]Zen, R. et al. Quantum circuit discovery for fault-tolerant logical state preparation with reinforcement learning. Phys. Rev. X 15, 041012 (2025).
- [83]Schindler, P. et al. A quantum information processor with trapped ions. NJP 15, 12 (2013). · DOI
- [84]Dasu, S. et al. Order-of-magnitude extension of qubit lifetimes with a decoherence-free subspace quantum error correction code. Preprint at arXiv10.48550/arXiv.2503.22107 (2025).
- [85]Torosov, B. T., Ivanov, S. S. & Vitanov, N. V. Narrowband and passband composite pulses for variable rotations. Phys. Rev. A 102, 013105 (2020). · DOI
- [88]Pal, A. K. et al. Relaxation times do not capture logical qubit dynamics. Quantum 6, 632 (2022). · DOI
- [90]Gottesman, D. Fault-tolerant quantum computation with constant overhead. Preprint at arXiv10.48550/arXiv.1310.2984 (2013).
- [91]Breuckmann, N. P. & Eberhardt, J. N. Quantum low-density parity-check codes. PRX Quantum 2, 040101 (2021). · DOI · Paper page
- [92]Old, J., Rispler, M. & Müller, M. Lift-connected surface codes. Quantum Sci. Technol. 9, 045012 (2024). · DOI
Cited by
Sorted by citations
Quantum error correction and fault tolerance: A comprehensive tutorial
Spencer, D. J., Jain, S. P., Tanggara, A., Sun, Z., Haug, T., Khu, D., & Bharti, K. (2026) · arXiv
- Authors
- Butt, F., Pogorelov, I., Freund, R., Steiner, A., Meyer, M., Monz, T., & Müller, M.
- Affiliations
- Forschungszentrum Jülich (DE)
- Universität Innsbruck (AT)
- Corresponding author
- Butt, Friederike
- Müller, Markus
- ORCID
- Venue
- Nature Communications
- Published
- 2026-01-26
- Volume
- 17
- Issue
- 1
- Pages
- 995-995
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC12848042
- OpenAlex
- W7125660688
- Cited by
- 2
- References
- 16
- Citations by year
- 2026: 2
- FWCI
- 6.83
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion, cc-by)
- RWTH Publications (RWTH Aachen) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- JuSER (Forschungszentrum Jülich) (submittedVersion, other-oa)
- Funders
- ODNI | Intelligence Advanced Research Projects Activity (W911NF-23-2-0216)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Computing Algorithms and Architecture
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Information and Cryptography
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Mechanics and Applications
- Keywords
- fault-tolerant quantum computing, logical qubits, error detection codes, trapped-ion quantum computer, Grover's algorithm, universal gate set, quantum error correction
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review