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Paper Citation Record · LEDGER

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models

As of 3 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2605.10082.

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

pith.paper-citation-record.v1
2605.10082 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T03:32:18.741520Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:40:34.837136Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved37
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c6a24fd-168e-410c-af14-635a547b27f8 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.630372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:067b9befe3f4fb8c8ad6f10db0eecc0c07c12723f06abb33732cde5b28912c25

Observation 48bc65bf-7acc-4c8b-9afc-78fcf45b8478 · outbound

This paper cites Question:{query} Answer:Let’s think step by step.{text} Server Query Initialization Prompt for MMLU-Pro & AQUA-RAT Standard QA Benchmark You are taking a multiple-choice question.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Question:{query} Answer:Let’s think step by step.{text} Server Query Initialization Prompt for MMLU-Pro & AQUA-RAT Standard QA Benchmark You are taking a multiple-choice question

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.636374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:11e84f2b6a46c2343fbacb6d552c5ea30ed58fbbf851587767fe93279be5475f

Observation 6c56c484-db06-4b99-b934-5ea997ce99cd · outbound

This paper cites ) with no punctuation or extra text.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models ) with no punctuation or extra text

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.730525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:ca46a04860530543f518d569826f9f7c4c676db12f0b7eae0aca4296f3bbfdff

Observation adeba77b-87f5-4797-a456-a790b39d0ff4 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.752766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:1083e4e495391ae574a306ed2bb193c7d87e89ec5e3a53c1b2121ac0d0ffa458

Observation d96df9cc-4b8b-4401-9192-85d0f6da2ff3 · outbound

This paper cites Question:{query} Answer: Server Query Initialization Prompt for GSM8K Reasoning Benchmark You are a knowledgeable assistant.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Question:{query} Answer: Server Query Initialization Prompt for GSM8K Reasoning Benchmark You are a knowledgeable assistant

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.627568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:5c26e610537591b16834646675140766c69c31f6fcacf2195d61d72a1d821547

Observation cee54192-f8a0-4a8f-af9b-83bf33f149a6 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.633076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:b765e3030cd35035c4226afc355b6587ac039ee17e18c3898de97142d6d6b121

Observation 4ea16ddd-fb2a-446b-9152-07f731c1d748 · outbound

This paper cites Question:{query} Answer: Let’s think step by step.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Question:{query} Answer: Let’s think step by step

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.766249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:252989885143b5a3e6a38a036c88fd2ea45ad5bee987026e9ebe92b76930d1a8

Observation 87e5d0a0-f9bd-4a8b-b7ab-f330fa353efc · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.788343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:c07aa307654f2649eb2d899dc60afdc0d89d04c68eeebe2f5021724438e1f460

Observation c7c3bd1a-0f90-4d1a-b8fa-690841c3b247 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.703277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:d2287ade9e5ec2f08c0718c15122ed59fdc7735800a0065effc7b8813bbc0d3e

Observation c4f798bf-2d93-4146-8760-62bb8964d308 · outbound

This paper cites ); do not include the option text.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models ); do not include the option text

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.774914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:c5682f712ec940da5fa0600eb768801f972b27e44844b7d0205baa516287cf41

Observation e86cd3fd-a2dc-4b0e-b542-c4ae8e75039c · outbound

This paper cites Examples: {examples} Question: {query} Answer:Let’s think step by step.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Examples: {examples} Question: {query} Answer:Let’s think step by step

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.600252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:6579eee591fa3476119b35a18e040664a048c2e51381f98654c101a3e56dbd57

Observation c282b222-7699-4da5-85b8-ddedde44bd53 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.603466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:d6c32f8a6a16641aae72d7ab5fec09b101ab2a1cd5270008f4917030687f2523

Observation 0396b766-bbae-40e7-b9a7-6818b2f44371 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.610003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:79e21bed4dda621ba432f6809535bd16d0ca7a916730e2502c0ebe60fa922caa

Observation 84bf2737-db92-428c-8e13-816d98efd23d · outbound

This paper cites ); do not include the option text.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models ); do not include the option text

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.612871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:cbd2e708ca21f1eeaa559d7f91a1e77426767fd097e00446f9067cd118a9f137

Observation 1da61d5b-b393-46d6-90c4-74209958e783 · outbound

This paper cites Examples: {examples} Question: {query} Answer: Client Prediction Prompt for GSM8K Reasoning Benchmark You are tasked with answering math questions in this domain.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Examples: {examples} Question: {query} Answer: Client Prediction Prompt for GSM8K Reasoning Benchmark You are tasked with answering math questions in this domain

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.618818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:24b5fa5975f242499bc7da5788542ce3b349d24a3a55eba6dd497a83f598bea4

Observation fee0c710-0fd8-4ee7-9d96-1bb055b01710 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.621884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:2d465dfb7fbd9f497fd5fa36b3eecd34de464ce7c7e9a24951d5c9e947869c69

Observation 0b23775b-b081-4066-89ca-0057db11cde2 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.624537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:59fdfacd475f4f41fb52bafc142a4790eab3a2dd8f0a8472d35ff52fad6f5af7

Observation d7b70c6a-eb01-4cb8-83e4-f68f3ed46fb3 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.639477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:d759865f98902dae2543bc26fefd56dc3557dec6055be6feb4e0be54228d2f6d

Observation 5c3ba1b6-5064-43e7-94ef-c11b697c17b7 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.642272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:9f1152566c9494b285f7f7f5c0142cb261b9b24e598f2abf1c3e3754cdf0a298

Observation 0ba088c6-51e1-412f-ae06-48300b4d1bd6 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.606874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:b6efe7e9e50d7049517d24c2e60a27efa56f5842a6bb4ac4857f3e7a8b4e1cbd

Observation 330c27e5-6fb1-42ad-b108-8ccee04d658c · outbound

This paper cites Examples: {examples} Question: {query} Answer:Let’s think step by step.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Examples: {examples} Question: {query} Answer:Let’s think step by step

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.799881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:801f98e44e5d3204656bc9ba8cd579009924ed4bd7ac6d4b5bc4ea2be7d03fe7

Observation 2e7bd644-9c66-485e-b239-bd08149ccebf · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.722413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:14283b4bbbec1d9afb44bfdf12697eed10a96ca82c86ff4c677d43bebf90ff6c

Observation 1d43bfd2-d099-44c6-82c8-db488a768693 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.718084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:9c5caf0008c163d6f80c5d892301fc060d5317a009c237471bd95c412d95be4c

Observation fb5043f0-fb76-456b-a92d-a5812f4c48a2 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.785183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:b65897e540cfa36d0cd3631cdd3841a43d382ae10743dec2106f4009ccc5bcb7

Observation 3e25e82c-8d95-4cb2-a53b-9b3197720567 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.726290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:69276aa17e672c0cf06862791ca2407065327ddc4bce4b082e4e58ffc5cdca88

Observation fe767b74-4ad3-4976-abbb-9dc95c6cbec2 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.756055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:28d54f7e508d3b1cf12e79194255a123dc832ee7603c03b8b5d242919407c22b

Observation c4935961-2186-4ea5-9512-96d134ce4f6c · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.790808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:943276be9f7a96972c1aea33d3962d5aee5f693d76fc8b0303bc72fee954eafb

Observation 4d61d18f-15d1-4d63-8ac3-e9cfd2dedc52 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.741374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:b8e0076f117a5d452bd61fcbf72144be0ed866253d2dab0bcccfc3f5a2296f22

Observation 0bfb3cea-3a25-44cd-aa71-4939131c4a9a · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.734272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:4cbf714b6c6e644733df01100adaf82d8f43acc2f389150409efd237769bfa09

Observation a3fa48dc-c35e-422e-8f67-55fb76a74222 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.687343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:cffa5e327172fe1df765c66144c56e7d641c01110675f36b51a51c13e10419d4

Observation 3d200af7-261e-4c0e-aadf-ec07769cb229 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.781261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:ba64e8bc6e81dbdf6886f45866428636911b16678269333b23b35a3726f42454

Observation 12cffc23-1a23-4faf-9314-4d945a8152b9 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.749041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:c0ea2329eb563a57b4cffde45afaaab780db966c642ae645fc81efaed23bfd3e

Observation 559de00a-dbf9-4905-9d78-962115820330 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.793637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:b9d8bcba3fd7616e2854891800a3f7bd84ff1c6b544ce8333e0bffd5b261f5c3

Observation 9b03c8a6-f844-48bb-82b6-37abe7ee312b · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.796505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:bfb212769060772e09360be558896e829338095ee943fa69b06a1e84e6c21dc4

Observation 3ea41512-6bdb-418c-a0c9-75276584db59 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.759164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:e6ac19dd691ef38854eab0641e65f4e0758d27dee7e52faec543025b845fd766

Observation ecfb91be-3cbb-4722-ba07-04a3469dd99d · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.708566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:9d045a8adf87568dcf6501221efdb9ee86df0379bec5543a0bcc997d1cb37d38

Observation efe4566e-046d-46ef-91b9-19df783d05e7 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.762588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:fa9f116c179be3c9bcca1e2ee2a5042d00c205a8f8e2f242c2096dc8947f4e88

Observation 4c014344-5ec0-432a-8a14-601468b7d94c · outbound

This paper cites The answer is X.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models The answer is X

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.737860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:a0e0b69ba3e3dc8bd45caeae73c4ab23f1fb87d463caa954c2a19b0667dd615b

Observation 1d4f26d6-4254-4fc1-9820-c3df543c9b52 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.693085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:042ff5dac988f25a5fe93e2d8dfd1db0e71a40b7636aa2a3fc76952b2931ae06

Observation e4b9848e-2c04-4169-b629-79e47c514135 · outbound

This paper cites Context: You are given several reasoning responses to the same question, each from a different client.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Context: You are given several reasoning responses to the same question, each from a different client

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.679000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:5e4c10fa0877ca7410cc23e3d17e518c952c333135fb6b5fbbc2622234fba042

Observation 342eba0f-b37e-4521-b2c7-d5aff5d7c40a · outbound

This paper cites 30 Context: You are given several reasoning responses to the same question, each from a different client.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models 30 Context: You are given several reasoning responses to the same question, each from a different client

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.770453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:0b3af8a299908248545222657a362808196077448f62c6f02e52754f12d1fdd0

Observation 328e6f0e-e40b-41aa-b68a-182f9bea8a92 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.745447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:9bf285d45a5dfc6ee0e948c3d29b7b53ccced199cff2529871bae084c223e378

Observation 71edd99d-fa19-4aeb-927f-4ad48576f947 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.778167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:bcb1832354e7a52b8c2be05b2df09e5f1ebc4b66596b6bdeeedb137285a05ee8

Observation c63ea4da-486f-468d-8c4a-d23df84bcbb9 · outbound

This paper cites Context: You are given several reasoning responses to the same question, each from a different client.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Context: You are given several reasoning responses to the same question, each from a different client

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:21:46.714095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:9b698993a77f79ac8b8515d47c17b6ad84a2fcfff7a8b1507529491a97491d7f

Observation 71ad8762-cb67-449f-8f8c-a10a4032affd · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:21:46.698113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:53f6494eb4c91fed15286313c02ffde817f8d348b738e70177b7c133be5af6fc

Observation c47b152e-3860-4bf9-b8e5-650477c4056c · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.615613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:25e0315c027cd8f5dfd21b96067a1558065e24e6b595c235bd5df90ccb1a0902

Observation a0cc3a12-cbbe-4183-b9ab-6aa7b6253e9d · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.594329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:1c347f48f7a6c2912c3ecb805f6e9fd8d7b90d7420fab268d6be11e7f9a5d770

Observation 60cff1e6-5627-432a-959a-c82e36cb0ca7 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.591449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:d40a59fcf24837017902d35b4ea83f246ab938e020c3e331667fe98776748e0d

Observation 67aa3713-c967-49bf-b7ca-7455213c1740 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.597066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:95ab77a26b34fbe98b8d2acd4b8ea30f7cdf79ef14179085fe168534d05cdc57

Observation 3b64b67d-b425-47b9-8fa2-5b6722c7d7b7 · outbound

This paper cites an unresolved cited work.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-12T19:16:48.583710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:653a0c39e5497c13ff33c8edf61f235523b9231cbef5a5876d33404c51fc23f1

Observation 5f019087-c158-472e-96a6-add4180e9a45 · outbound

This paper cites bert-base-NER.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models bert-base-NER

Reference 68

Resolution
malformed identifier
raw_fallback, observed 2026-05-12T19:16:48.579671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:776b54aac1a3ff1080d089a55ff4959fe3cb1ef085c2048453ee8c0661aa3d83

Observation 00c96fd1-074d-44d6-9af7-653831768be7 · outbound

This paper cites gpt-4o", messages=[ {.

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models gpt-4o", messages=[ {

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T19:16:48.588297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-12T03:32:18.741520Z digest=sha256:ed7802adfa4636ede17c87ee9e479fad0bfd9d0e977437f3a6c206222453f902

Pith citing papers

Observation bf8490d1-2e06-479c-a138-7bbd881d9349 · inbound

Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable cites this paper.

Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable FERA: Uncertainty-Aware Federated Reasoning for Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T05:40:34.837136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:40:34.837136Z digest=sha256:ac78a47ced478819dc74ed2def8c1c4bd43ddc3644079f65a6f454788acd85b0