Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T16:34:41.090176Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 99 of 99 outbound references and 0 inbound Pith citation observations for arXiv:2512.13491.
A citation records a reference. It does not transfer a finding from one paper to another.
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Source: paper_references, paper_reference_links, observed 2026-08-03T16:34:41.090176Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
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A source-named dated measurement, never combined with another source.
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99 of 99 outbound references displayed
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Observation f4f8c32c-4081-4b81-b380-69afadb9932a · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Achille and S
Reference 1
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Explaining Neural Scaling Laws
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Fit without fear: remarkable mathematical phenomena of deep learning through the prism of interpolation
Reference 8
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Observation 62d1cdfa-1ac1-49fe-a58d-ad7a12cf1de5 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Belkin, D
Reference 9
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Bengio, Y
Reference 10
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation e777d3b2-6983-4217-80cc-714d47b4605d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Bialek, I
Reference 12
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Observation b6063b84-d66a-4fd8-82f9-dac884bd5463 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 8a2ab1f0-4353-4a82-a0d3-ae6de78768bb · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation a31b80b2-5637-44a4-b8dc-16a9dfbc3ce1 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Scaling Laws for Associative Memories
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Observation eb719705-7d0a-409b-991a-b1d0bb13b8f1 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Heaps' law and Heaps functions in tagged texts: Evidences of their linguistic relevance
Reference 16
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Observation c120edf9-6e10-442b-8ccb-6e541afe2f1e · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis PaLM: Scaling Language Modeling with Pathways
Reference 17
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Observation 034be359-a931-4167-8070-7360feafca6b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation c3c9852b-1b61-41e8-9cd4-25821e417ece · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 8952cb63-ac0e-4ac3-bc13-b219c61d52dd · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 69c610fe-44e3-4378-a722-28345664db16 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
Reference 21
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Observation 03dc5989-b7f9-40f4-85d1-7b038bedd219 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation cacab3db-0c7d-42f8-8a32-61bfa69eabbb · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Devlin, M
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Observation 6916f115-86c2-47e9-b634-50d5a62da853 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dingemanse, D
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Observation d1395f1c-2877-403b-82e8-849ee391f034 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski
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Observation 394cafbe-1291-4203-be75-91febb9d94ec · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski
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Observation 85ec1bd8-c8b1-47a0-a89e-74d6b218a03c · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski
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Observation 5c09f537-7513-4b58-80c6-839366848b07 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski.Information Theory Meets Power Laws: Stochastic Pro- cesses and Language Models
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Observation b8683360-aae1-4468-aa0d-149a7b7de25b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski
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Observation 10a1d07d-9627-47a5-aff6-547dd38ce8fe · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Multiperiodic Processes: Ergodic Sources with a Sublinear Entropy
Reference 30
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Observation 79a7acfd-f731-42ef-b1d4-f8e8bb99478b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Dębowski
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Observation 3ba9b744-9fff-4101-986a-89e4dbfbf734 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Ebeling and G
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Observation 4c3dbaed-4470-4052-81e2-ff9376233f20 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 179d1336-34e3-4e7f-a096-acd10f41121b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 95fcc76a-7bde-462c-a513-b3fc4ce24058 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 99bb1ce2-8a94-477c-9f24-e69dcc483f63 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Ferrer-i-Cancho and R
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Observation e641bfda-b529-4a8a-93e5-7f45672f2300 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Font-Clos and A
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Observation 79fbfb89-3161-434b-88ac-77e77a80de04 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Futrell and M
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Observation f332fe4e-5fac-4586-acad-c2a3c4c711f4 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Futrell and K
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Observation 757bee2d-222c-440e-b6ae-0461d47a0bc9 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis G´ acs and J
Reference 40
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Observation 07eb474c-bf6d-48a0-82dc-98ef38013741 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Gerlach and E
Reference 41
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Observation 2f4e23e8-95de-474f-a5e3-790da8ac846f · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Guiraud.Les caract` eres statistiques du vocabulaire
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Observation ea4b6ef0-68aa-46ca-8b87-be74835bde65 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Harremo¨ es and F
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Observation 8ba06dac-643e-430c-8c1c-fcdc064848d4 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Hausdorff
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Observation b3c78198-343d-4ce1-80f9-b22f9ca81720 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 5e455b92-74ce-4af5-8066-fb9231835ac6 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Scaling Laws for Autoregressive Generative Modeling
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Observation a40fcdfd-413f-4212-b7aa-8a117cb2baed · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Herdan.Quantitative Linguistics
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Observation f47adfed-db1f-4ab8-b84c-7ba9a8b3896d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Scaling Laws for Transfer
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Observation a2deadee-2c71-48f9-b9cc-6d57cd1f0f12 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 7cf4a43a-73e4-4981-9aea-8239799336cf · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Training Compute-Optimal Large Language Models
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Observation b2ac0f1d-b679-4e18-a3d0-597ab7c80ed4 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation ecbc8059-f036-4361-9dd8-7acd9a920283 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 6d02ff8c-f7db-455a-b7f3-6f3e7ffcf1fe · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Scaling Laws for Neural Language Models
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Observation dcfb5d7c-c04a-448a-a57e-5ffe15bcaf7e · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation bb58c06c-57cb-47b1-8cab-9d5a65b4cfdf · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Khmaladze
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Observation ca4160a2-989b-4857-a68f-c59464fe5a38 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Kobayashi and K
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Observation 96271ec2-ae9d-451a-ab78-58699d4c419d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Kuraszkiewicz and J
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Observation 3075a22e-1053-4e8a-bcef-a7cd39939ea5 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation cfc82e29-f7c2-438b-8f03-5e5133d4bbbf · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation e5d8088b-9b78-48fc-9350-9fb39ee0cb10 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation b1317d7f-a757-4798-b754-b45ebf832e77 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis L´ evy.Processus stochastiques et mouvement brownien
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Observation 3f548293-cac0-4949-a5d0-87a0484e754a · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Predictable Scale: Part II, Farseer: A Refined Scaling Law in Large Language Models
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Observation 32ed46a0-1a6e-4d64-a87b-97fa5736a00f · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation d67f33bf-5f55-40c4-bdd3-17353c71f4b9 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Louart, Z
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Observation efedc4cb-28ea-41ec-9c0d-bce98d09b9f7 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis A Solvable Model of Neural Scaling Laws
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Observation 0a0b8461-eb0b-4c61-93a6-0d1507fd5e45 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Mandelbrot
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Observation 67744bb6-f485-414b-a12a-55368420f970 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Mehri and M
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Observation 5127f796-329e-4599-a7a9-9685ff4a2f2a · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis The Quantization Model of Neural Scaling
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Observation 1e9d2a0a-01c2-41d1-be3e-75e4edb56118 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Mikolov, I
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Observation 8dcda898-fa46-4cf6-b07a-d1724b4be01d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Miliˇ cka
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Miliˇ cka
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Observation 60030d98-db80-49b8-a697-7e7fa7efe74d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 58327992-0ad8-4bc8-9b18-d2884f00e931 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 0059d4f4-f508-40a4-9fa6-c33f86106c5d · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Neumann and C
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Observation 98e7b97b-0d87-4386-a2b9-3e1911d285ac · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 470be790-5a77-439e-8a6b-0d7c76fb44bb · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Reconciling Kaplan and Chinchilla Scaling Laws
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Observation 64f21141-8c27-48c2-aaee-6b10ce1f92c0 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Petersen, J
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Observation ad5415c6-f299-4d80-9734-63f186aa4de2 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Pitman and M
Reference 78
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Observation 69267e18-ffc0-48be-a0b6-4223d10cd2bd · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Radford, J
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Observation 691342d1-6ca8-4b07-985e-8ac050f6a775 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 773a1376-df7f-4fa9-8ca9-b1770b58b949 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 7910848a-5ff1-426f-8451-3b5990344d30 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 6897b1f6-bc43-4c18-bdf5-85dba7dd2553 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 465c3a52-6159-4d5a-b829-b39bd9930821 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 4150df31-c619-454a-91d0-090524baa376 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation cb6381ee-c676-4273-93b0-4f5ef79cea3e · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Sharma and J
Reference 86
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Observation 8ad8ba6b-d6c9-4f98-92ff-f6a743637648 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation bb6a4d9c-efe1-42a2-96c5-c2dab74a098b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Takahira, K
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Observation 662675ee-dc64-4a45-90e8-d813de0d0288 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Tanaka-Ishii.Statistical Universals of Language: Mathematical Chance vs
Reference 89
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Observation 395c2f8d-019b-41e8-bc91-179747fa5496 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies
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Observation 01072182-d2bf-47c7-a52e-61ec8762e061 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis LaMDA: Language Models for Dialog Applications
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Observation ae14b65a-7d7f-4170-b543-5c437124c9a2 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Vaswani, N
Reference 92
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Observation ce8da3cb-f71a-4257-8817-80a2963c8734 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize
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From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 221c50ec-71d6-4b09-85bc-4a1b8a0a486b · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation a7d0f0ae-8d45-4b3a-9d2c-2ec7f335bb42 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Zhang, S
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Observation e47df70a-1622-4845-b5a6-97c084f00845 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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Observation 7fb0354e-2abd-4f7f-8fe7-926ee602fdc5 · outbound
From Zipf's Law to Neural Scaling through Heaps' Law and Hilberg's Hypothesis Unresolved cited work
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