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Paper Citation Record · LEDGER

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift

As of 12 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 1 inbound Pith citation observation for arXiv:2607.17384.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.17384 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T18:12:42.305452Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T09:29:47.899711Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

68 of 68 outbound references displayed

  • verified exact18
  • verified fuzzy0
  • unresolved44
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa010a22-fe15-4b73-bb72-c5cfa6ac5cb7 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:35.326405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:35.326405Z digest=sha256:fe9f8e30e7bed3a082b2ce20ee12f5a639b12857124f4cb029b264a10ad76e97

Observation 0673ffe0-e208-4006-8ace-3111cfa5f9f6 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 2

Resolution
malformed identifier
doi_truncated, observed 2026-08-01T18:13:28.728515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:35.405597Z digest=sha256:4726a07794eb9f8746c504ab0781f493a67ff2e9f62bb7ac4e1e549608d4fd8f

Observation a57288a4-a06f-453b-b9ce-6c7602596f2d · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 3

Resolution
verified exact
doi, observed 2026-08-01T18:13:28.521205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:35.508169Z digest=sha256:e6ccd63bdcee237c8ffbc62c323075ea852c115cfd9de7e9866b108079dbecaf

Observation 42ff0365-38b0-4307-bd59-5957f132a5d8 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-08-01T18:13:28.306625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:35.585353Z digest=sha256:2271badc752d4e4f23cd91ec16ed0c655b5c2cf84b46deb207025b0d7707eb00

Observation c789b7f1-bd8d-4957-aafe-944bb49df643 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 5

Resolution
verified exact
doi, observed 2026-08-01T18:13:27.977248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:35.646214Z digest=sha256:0adc352183391adfdc43689f0e1cb658d3805d5f3c53784999fdd809ba101cae

Observation 891341bf-0f49-49c3-bc4c-103d8af97dce · outbound

This paper cites Boland, Frank Proschan, and Y.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Boland, Frank Proschan, and Y

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:35.696195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:35.696195Z digest=sha256:cd6d356e7d4b70818c4add9b09adf9dbf652b1d065c7d8914772fd874b32c704

Observation 7eee5723-8423-4123-80fd-5e63be6e4a93 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:35.763665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:35.763665Z digest=sha256:d8d7d3c5ef22ea8805c5be606566b99dbbd267f7204f9be84fe205701042755d

Observation fc9b1bb6-f892-428e-940e-ca5b14740cef · outbound

This paper cites Good” and “Bad.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Good” and “Bad

Reference 8

Resolution
malformed identifier
no resolver link, observed 2026-08-01T18:12:35.826027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:35.826027Z digest=sha256:5f799eda453ae48477f1c779ac998f0e2bbaff3934bffe712a2f1537e32d0fa7

Observation 90509cc7-f675-4461-bd90-b35335e33084 · outbound

This paper cites Wyatt, and Peter Tiňo.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Wyatt, and Peter Tiňo

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:35.885616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:35.885616Z digest=sha256:46279cc560fd915cc886d855be8b17d303cb6db584f35a646a1395ae5b599e24

Observation 7db699b1-68e9-49ca-a92c-bccaba6ea5ec · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 10

Resolution
verified exact
doi, observed 2026-08-01T18:13:27.749463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:36.011591Z digest=sha256:3e05ae52b6f2133dcbbe0149c488be584474c554abed80ea581bb2795f276431

Observation b32f48ef-d2f9-4052-8233-488d62417112 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 11

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unresolved
no resolver link, observed 2026-08-01T18:12:36.137783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:36.137783Z digest=sha256:6b4903eeecb4e091e4327f7e98bd1954054be9835d06c36b96a00edbe831ac01

Observation c9f6b3a0-979a-4f78-b758-c4294b05cca5 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:36.255378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:36.255378Z digest=sha256:c4fbbeb1558d4cbec770803184d5b6e1216b68421abdc85b7c9836044eace01a

Observation 879a389c-8e19-44d5-bc7d-f489b9117a78 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 13

Resolution
verified exact
doi, observed 2026-08-01T18:13:27.241426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:36.499667Z digest=sha256:ace09fb1f1917d4fa24dcee304ef5cc9c77a54b8aeb56aca67f3705646b10a86

Observation 3c0f313b-5f1b-419a-aefe-a3f4eec63f35 · outbound

This paper cites Davenport and Nader A.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Davenport and Nader A

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:36.667136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:36.667136Z digest=sha256:9de921ac9778c313cc992353f31b6eeea879219a59cb9fcc1c3b4880285f813c

Observation 381914de-4e3c-453a-919c-a7f7333f5ae7 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:36.780972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:36.780972Z digest=sha256:b55a52e941182568c079c6add69d19795b27dcfbcb01cd8ff32190ee74bd2cd6

Observation aceddf9c-fdba-4247-a077-e39ab40ad97e · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-01T18:13:26.970905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:36.886518Z digest=sha256:7fb96892bef820a120aaf5e9955634fd937c968c5db23d68fe61295324f2b129

Observation f98f80ae-b5f6-433b-8812-c7d23c39fdfa · outbound

This paper cites Dietterich.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Dietterich

Reference 17

Resolution
malformed identifier
no resolver link, observed 2026-08-01T18:12:36.986008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:36.986008Z digest=sha256:30a9a779e87855dce4ca98e37f310780b665adf16cd87b325c6c8292f2967583

Observation 8ad48e4e-af4e-47df-9407-f9121e39387f · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.116734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.116734Z digest=sha256:270629e25ba14c32d3322b4310c0263c5d76692ed47034f989adc73013071c28

Observation 76bbf977-42ce-43e2-bb32-498f55745afc · outbound

This paper cites Tenenbaum, and Igor Mor- datch.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Tenenbaum, and Igor Mor- datch

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.274887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.274887Z digest=sha256:7f56eb9c0aaf5b0514d7006c58069fde62dd5a8349881d1be0144b3a547f9869

Observation 4e9fe9b8-cd07-4a4c-8c0c-b6af967ba054 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 20

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unresolved
no resolver link, observed 2026-08-01T18:12:37.343709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.343709Z digest=sha256:f2bb4fe604458fb9026c021037472346de621de50d76f11dc788534e37842033

Observation ee0a14c1-c07e-4154-a742-1359ab174b9c · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.428293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.428293Z digest=sha256:07fb3c25041a0ad7f64ad2da186c8ae03ad5c3cab6e6f734694d831ef3acca2b

Observation 72be5a12-8422-499a-9f1b-2fed2791bd90 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 22

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unresolved
no resolver link, observed 2026-08-01T18:12:37.478979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.478979Z digest=sha256:1b5d3b08c07eabd09935a117ec3e2aa6e6e2b9e19fbc177c830b8f5cc5c4b869

Observation 216ad9ed-d46a-419a-ac66-13cfdfa3e930 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 23

Resolution
malformed identifier
no resolver link, observed 2026-08-01T18:12:37.571088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.571088Z digest=sha256:2fcd489d6dbbcdb5884ecc2b90e3aa88c7f50d9d80cc6130252d2d05a2a79066

Observation 7f01292b-9461-4b14-a0c7-1676de511b12 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 24

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unresolved
no resolver link, observed 2026-08-01T18:12:37.650926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.650926Z digest=sha256:32868a09ed989a41cbf975c512f93ac4f8c212a05cfdd6e5dce17d83727b6ed1

Observation fb1f7d50-fc6a-48be-8926-7d0cd36df800 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.717425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.717425Z digest=sha256:7740e441d68afc2fc2e1c0e61ee5bae6724589772b56d99c71c96a660b9846f2

Observation dd5ad0f5-a9fb-4310-a770-c76128d21b99 · outbound

This paper cites RouterBench: A Benchmark for Multi-LLM Routing System.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift RouterBench: A Benchmark for Multi-LLM Routing System

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.824605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.824605Z digest=sha256:b10a288e416a686c736a650d979cbee020e69d080a0bc78d7258783469bbc628

Observation 0fd65259-9f20-4e22-b5c9-2a7df614e889 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-01T18:12:37.914920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:37.914920Z digest=sha256:fa1545c0ea41cca5811d8a7d28bf99d6d53c880fc498a6a4549329e622a10ed5

Observation 4c178e8e-37b0-41d7-84f8-6e82afd067b7 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 28

Resolution
verified exact
doi, observed 2026-08-01T18:13:26.690500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:38.007598Z digest=sha256:fc00760fe08febf6826023d413973cf895bb48453861ceee1f293a64f2f736c2

Observation 4c972251-8efb-41e3-9e46-7facaa3bbace · outbound

This paper cites 2010.A Generalized Condorcet Jury Theorem with Two Independent Probabilities of Error.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift 2010.A Generalized Condorcet Jury Theorem with Two Independent Probabilities of Error

Reference 29

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no resolver link, observed 2026-08-01T18:12:38.094839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.094839Z digest=sha256:ed170618a16f2ca1f1481a057c67c002eddf5b0bb6cce5846a69f5744224c09b

Observation f82b2bbe-6fde-4c90-8c7f-b92ad13148bd · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 30

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unresolved
no resolver link, observed 2026-08-01T18:12:38.239974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.239974Z digest=sha256:4d3447731daeac91b5083f5ec2a003f1dec6f3fc4f732f04c14b562e18187887

Observation edd0d315-64e3-422e-82ce-0f9c9ef1b369 · outbound

This paper cites Kuncheva and Juan J.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Kuncheva and Juan J

Reference 31

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no resolver link, observed 2026-08-01T18:12:38.365466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.365466Z digest=sha256:a282089340e285ec15a37e3332d2327e39248526ce4f44cef2bf0088886f1e4a

Observation 76a61da9-458b-40ed-8697-bacb3f7927cb · outbound

This paper cites Kuncheva and Christopher J.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Kuncheva and Christopher J

Reference 32

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unresolved
no resolver link, observed 2026-08-01T18:12:38.627645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.627645Z digest=sha256:97159e9bc5c9b9e43e0c7caeae1377ae7a7934c7e0786f7714e3468137ad7e7a

Observation f5b06b17-973f-4961-84ee-b1c78fdd2e28 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-01T18:12:38.791949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.791949Z digest=sha256:d902cd4d75502eca97f6b35b79351ab7d5d4b1195250d894bc7da6145429740c

Observation 9ea31da2-802b-435f-9ae4-b8d956c43ce4 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 34

Resolution
malformed identifier
no resolver link, observed 2026-08-01T18:12:38.910638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:38.910638Z digest=sha256:4ea6e2b57d3151efa360549aefd8ae9270118c10707d851ee80403e8b7aa22c1

Observation debf2436-98fd-4f3d-aef2-5ba654c3109a · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 35

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unresolved
no resolver link, observed 2026-08-01T18:12:39.084655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:39.084655Z digest=sha256:d28fa32fd5baf5a8ac080db09899afd221e86e45611f1729445e4e2d7e50f606

Observation f34c9733-7121-4da8-bbba-8b135b2059c9 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 36

Resolution
verified exact
doi, observed 2026-08-01T18:13:26.094864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:39.228369Z digest=sha256:628940fc3eb8997af72cdba4c551543e51953fe3da50de08b53c725ea401d152

Observation 78c41ba9-a09e-45d2-938a-0ff8604cf908 · outbound

This paper cites Scale Analysis.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Scale Analysis

Reference 37

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verified exact
doi, observed 2026-08-01T18:13:25.897576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-01T18:12:39.381361Z digest=sha256:c976c7c6ddb2fd9a35de52687b6c636e9a56131d7151b30c0ada31b37a71cabd

Observation 3725cc63-7ba5-4da5-bf12-dffaef4bcc9f · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-08-01T18:12:39.476738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:12:39.476738Z digest=sha256:a9fe6100fc39fa3be1264cb4fd2aef665a3e2df51f9bae3feae75f2782262b57

Observation 57c26aa3-af80-46d3-bef4-4b1fe2624924 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-01T18:12:39.652157Z

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Observation fd5aa76f-4417-45d5-8c8c-ef8cfe6b389d · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 40

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Observation c0e7fbf0-3927-4b52-83c3-f5ff0f0966c8 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-01T18:12:39.888074Z digest=sha256:41fdd43766f535d90dd88ba8d52ebade3f0db6146a1e2e881cd5b7e7a5bfad84

Observation a87f8ec4-0a21-4856-8050-a592b457f4b1 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-01T18:12:39.982703Z digest=sha256:d8b61b876501c93db17b1abe01bcffc2dce4c6e528e8f9bbfb9bf2eb9d3f8372

Observation 4dcac77d-c27c-4686-aff9-2ed513db7f24 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-01T18:12:40.119781Z digest=sha256:f25532ecdf68125ad59a7fbeb88ed6b59924f8a1d4eac2b806206c9ae7aa3534

Observation d194e7d6-3cac-4d8e-a216-8a814e9cf98d · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 44

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Observation ceb75b2e-4b48-4edb-a706-25e7e936ff0c · outbound

This paper cites Gonzalez, M Waleed Kadous, and Ion Stoica.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Gonzalez, M Waleed Kadous, and Ion Stoica

Reference 45

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source=pdf_text observed=2026-08-01T18:12:40.307159Z digest=sha256:c48768203dd07de7bcf2fa5f65a39072d7ae2e33c1dde154e96cb074b43bee8c

Observation 7c6237f1-3747-4038-91c7-c56abf65459c · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 46

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Observation e1d4d7cc-4cae-4fb6-b059-ecd5d022bf4e · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-01T18:12:40.607831Z digest=sha256:3ed5fdbccbd6b310596f2a5fb733a280691815d9f12bfe220d1ae7ac668858d8

Observation 8f15ec0d-aa8e-4564-ba84-265a39471cbb · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-01T18:12:40.703185Z digest=sha256:12a6ddaaae19c7a5945263ca67d0201749bc9de80aadaa2749f30812698afdf0

Observation b1ded5ba-a504-4138-b2a4-ed6c1e144681 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-01T18:12:40.814918Z digest=sha256:93146eb04f091bb9f71c147d4459e92e96d1bde59eb7c6010f969e1226eef723

Observation 73bd86a0-f8cb-4e4e-af19-ac33b49d4b2f · outbound

This paper cites Richard III.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Richard III

Reference 50

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source=pdf_text observed=2026-08-01T18:12:40.947774Z digest=sha256:e5e3d6fa807ef66c8485350a47c65535824e57b1f0232f237ad3726242189af0

Observation f6849791-62f9-488f-9da1-ec2b65fa83ff · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-01T18:12:41.089366Z digest=sha256:6e572e27297bf6b005998eabed34e686398b5c7cf64ebda88c11b42b2cc19c6b

Observation 7dd03e72-803f-4929-9d08-8704db064805 · outbound

This paper cites Shipp and Ludmila I.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Shipp and Ludmila I

Reference 52

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Observation 31a5e742-1fcb-4f0c-8dde-e7a83bdb60c5 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 53

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Observation de5dc61f-6574-4ee0-9ca9-c97a0194b340 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-01T18:12:41.411373Z digest=sha256:fcec1a7e8b4663ff00bf297d954fed94c87f5ebacead9036376314cdbc226975

Observation f2ab21d2-679d-4bda-b35f-116e6e68a94e · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 55

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Observation 5194d9b4-8b65-4b04-aff6-c5a711d3db1c · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-01T18:12:41.591490Z digest=sha256:34dd0114756124ba19cb4d4ed06c19e6a5d68ed6ad76f3896fe478033e79503f

Observation a014ea1f-daff-42aa-9358-2ff1588594a7 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-01T18:12:41.678162Z digest=sha256:988850c6ad0a5f1ea2a970d5650ffb7a2a129fa83af4cea570ba388168b1c421

Observation 2c3d0797-0e4b-494c-bacf-fd472be092f6 · outbound

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Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-01T18:12:41.757153Z digest=sha256:d78b3f7ff1a7bbcd09b35063fb92b8a086f8b2366990b9caf33f22b46159539d

Observation e196398b-2d05-4d1d-8592-24ee1fd4fff9 · outbound

This paper cites Etherington.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Etherington

Reference 59

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source=pdf_text observed=2026-08-01T18:12:41.840593Z digest=sha256:2738d57893c0dd6d3cdd7aaea5b44a93a4d75afc27fa6a0da715e8bc3c9ceb1f

Observation 1c6a3e40-d767-4afb-99d3-c03ca41c5eab · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-01T18:12:41.910515Z digest=sha256:7ee4e06578b760e91e5f806933cd57d586109ba0aea69d15ede52b4943150963

Observation c368f583-ef22-4151-ba21-0dfbfdb96800 · outbound

This paper cites Webb, Henry W.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Webb, Henry W

Reference 61

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source=pdf_text observed=2026-08-01T18:12:41.992403Z digest=sha256:f3781c2a2ea838a9d8036a374796fd42c85a6e6ed21a19828f06b64de251d793

Observation 0bb24305-eff1-4637-8d31-fdca5da12283 · outbound

This paper cites Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, and Ludwig Schmidt.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, and Ludwig Schmidt

Reference 62

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source=pdf_text observed=2026-08-01T18:12:42.056671Z digest=sha256:1d4e301859bfbe429b08022e65c17e574a56ce0769032d46eb38e71afdaadfac

Observation 3497de2a-b112-4065-8bad-a718c36b7a6b · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-01T18:12:42.127906Z digest=sha256:b826afdd1077a1ce52c2d1eb133c0c38c48315c38154cd61777ef62d6082d616

Observation 913eeb08-6b8b-4e8c-a6a8-83629e5a91f2 · outbound

This paper cites Benchmark Data Contamination of Large Language Models: A Survey.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Benchmark Data Contamination of Large Language Models: A Survey

Reference 64

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source=pdf_text observed=2026-08-01T18:12:42.215920Z digest=sha256:5806e0589363dfd7a64e18ddb727cd816178c1726e053a13693d1b4044ed634b

Observation da3e711f-b471-4d76-b4f8-5d91bc47a80a · outbound

This paper cites Lumma in the Room-ah.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Lumma in the Room-ah

Reference 65

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source=pdf_text observed=2026-08-01T18:12:42.305452Z digest=sha256:1d9b37ebd93410332a94b797b74e74f27ffa2fafa2df227e8488b0359ada2d7c

Observation f183d94a-531d-4039-bf08-4248556ced93 · outbound

This paper cites an unresolved cited work.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift Unresolved cited work

Reference 275

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source=pdf_text observed=2026-08-01T18:12:38.484721Z digest=sha256:5110a56e6c454b75a6659972662146b526fe34ab25854288dcea102be02a1893

Observation 8845b27e-9070-4e85-8aa2-180e023e4807 · outbound

This paper cites InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers).

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Reference 2024

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source=pdf_text observed=2026-08-01T18:12:36.829677Z digest=sha256:293c03602d33dbddb6d995bf31c7243ac8755d7294e8b6134c9188f2f6a915c0

Observation c16ce796-5396-4a50-b25b-f9207d0c3a32 · outbound

This paper cites doi:10.1177/01492063231194968.

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift doi:10.1177/01492063231194968

Reference 2025

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source=pdf_text observed=2026-08-01T18:12:36.361269Z digest=sha256:8ca8b567c8df5105ea0e98aaadc2c2c53b17c3239800713acff6b54802723d30

Pith citing papers

Observation ae2ac42e-ea26-4641-832c-9c9121c44103 · inbound

Are Diversity Metrics Measuring Diversity? A Capability-Controlled Audit of Majority-Vote Gain in LLM Ensembles cites this paper.

Are Diversity Metrics Measuring Diversity? A Capability-Controlled Audit of Majority-Vote Gain in LLM Ensembles Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift

Reference 33

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source=arxiv_source observed=2026-08-01T09:29:47.899711Z digest=sha256:75c8de9bc1288f9592522ec63ba7050057824989cc0842a32a6f97b97497ff8a