Paper Citation Record · LEDGER

Granular feedback merits sophisticated aggregation

As of 13 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.12041.

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

pith.paper-citation-record.v1
2507.12041 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:01:20.105292Z

measured 26 of 26 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact1
verified fuzzy12
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d123ab33-1560-4b56-a2d5-53e7a40c3ee0 · outbound

This paper cites GPT-4 Technical Report.

Granular feedback merits sophisticated aggregation GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.018479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29426b64-4991-4b1c-acca-363685ca690d · outbound

This paper cites The crowdworkers were compensated for this task at a rate more than three times the minimum wage in Thailand.

Granular feedback merits sophisticated aggregation The crowdworkers were compensated for this task at a rate more than three times the minimum wage in Thailand

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:20.794962Z

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.

Observation 691342ae-3cac-4e47-b0e7-7aef34243534 · outbound

This paper cites International Social Survey Programme.

Granular feedback merits sophisticated aggregation International Social Survey Programme

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:22.161638Z

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.

Observation bc16dd40-a825-49f8-a99c-c1a995cbd750 · outbound

This paper cites Ipeirotis, P.

Granular feedback merits sophisticated aggregation Ipeirotis, P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.929657Z

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.

Observation 850c7be1-1eb4-4f2e-be89-9489d2dba798 · outbound

This paper cites GPM: A Generic Probabilistic Model to Recover Annotator's Behavior and Ground Truth Labeling.

Granular feedback merits sophisticated aggregation GPM: A Generic Probabilistic Model to Recover Annotator's Behavior and Ground Truth Labeling

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T17:01:20.339883Z

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.

Observation 87a7ae21-9210-4d70-8cc7-98457abce898 · outbound

This paper cites Accessed: 2025-03-03.

Granular feedback merits sophisticated aggregation Accessed: 2025-03-03

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.742279Z

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.

Observation 48798557-92ce-4f06-9ab4-9568b9a0a258 · outbound

This paper cites Ouyang, L., Wu, J., Jiang, X., Almeida, D., Wainwright, C., Mishkin, P., Zhang, C., Agarwal, S., Slama, K., Ray, A., et al.

Granular feedback merits sophisticated aggregation Ouyang, L., Wu, J., Jiang, X., Almeida, D., Wainwright, C., Mishkin, P., Zhang, C., Agarwal, S., Slama, K., Ray, A., et al

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.570967Z

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.

Observation 994c6d80-56ee-4e6d-a548-c0636ae0da79 · outbound

This paper cites PEW Research Center.

Granular feedback merits sophisticated aggregation PEW Research Center

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.461525Z

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.

Observation 68b4df03-a183-4c46-801c-32361391d41b · outbound

This paper cites Accessed: 2025-03-07.

Granular feedback merits sophisticated aggregation Accessed: 2025-03-07

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.330630Z

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.

Observation 32fa8998-d3f6-4e33-88bc-cc51c03ddffe · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Granular feedback merits sophisticated aggregation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:19.663312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 374962a4-1c0e-4099-8d6d-0047ee164eee · outbound

This paper cites Qwen3 Technical Report.

Granular feedback merits sophisticated aggregation Qwen3 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:19.744745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2adeb19a-1217-4bea-a210-cdad7e67a446 · outbound

This paper cites thumbs up.

Granular feedback merits sophisticated aggregation thumbs up

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:21.201448Z

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.

Observation 76c9d022-12f0-4f0f-bd48-6ef3b22b50b8 · outbound

This paper cites an unresolved cited work.

Granular feedback merits sophisticated aggregation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:01:21.102550Z

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.

Observation 7597a7cb-ed14-4549-9319-c1d1d3187d94 · outbound

This paper cites DeepSeek-V3 Technical Report.

Granular feedback merits sophisticated aggregation DeepSeek-V3 Technical Report

Reference 1975

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:19.207995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53c83495-53a8-4045-b79d-b30784a948bb · outbound

This paper cites Accessed: 2025-03-06.

Granular feedback merits sophisticated aggregation Accessed: 2025-03-06

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.978166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb93e0d5-9f1b-4985-8117-9596f0dbe7a4 · outbound

This paper cites L., Zhou, K., Patel, K., Hashimoto, T., and Bernstein, M.

Granular feedback merits sophisticated aggregation L., Zhou, K., Patel, K., Hashimoto, T., and Bernstein, M

Reference 2011

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:22.933165Z

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.

Observation dbcfac0f-ee67-40b5-997f-e7c1caa6153d · outbound

This paper cites Specifically, each task unit has fewer than six individuals giving feedback.

Granular feedback merits sophisticated aggregation Specifically, each task unit has fewer than six individuals giving feedback

Reference 2012

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:20.924158Z

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.

Observation 210ca260-ca16-4cc4-bbfc-6ef0413b9fcb · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Granular feedback merits sophisticated aggregation WebGPT: Browser-assisted question-answering with human feedback

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:19.344395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3520c503-1741-4bf4-8632-1d452e750530 · outbound

This paper cites an unresolved cited work.

Granular feedback merits sophisticated aggregation Unresolved cited work

Reference 2016

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:01:22.381030Z

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.

Observation 18552518-77cf-4071-a668-5b9c394137ad · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Granular feedback merits sophisticated aggregation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.301265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79a2f52d-fd27-4fbb-9f10-74f12a55cf3c · outbound

This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback.

Granular feedback merits sophisticated aggregation Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.225322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7086d549-951b-453c-b1ed-5a214750ec3e · outbound

This paper cites L., Lam, M.

Granular feedback merits sophisticated aggregation L., Lam, M

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:22.737739Z

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.

Observation fee89788-08d5-484f-a2c4-0aa99a29b2d2 · outbound

This paper cites The Llama 3 Herd of Models.

Granular feedback merits sophisticated aggregation The Llama 3 Herd of Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.575664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76fef161-2030-47d6-89c7-a4d1c2fecf5d · outbound

This paper cites Inferring ground truth from multi-annotator ordinal data: a probabilistic approach.

Granular feedback merits sophisticated aggregation Inferring ground truth from multi-annotator ordinal data: a probabilistic approach

Reference 2023

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:01:20.489440Z

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.

Observation a466e245-1cd4-4300-be53-5946e2a7071c · outbound

This paper cites Stable benchmark dataset.

Granular feedback merits sophisticated aggregation Stable benchmark dataset

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:01:22.555696Z

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.

Observation 69d8115d-2141-4b9f-bac5-06d8bdf5e0cb · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Granular feedback merits sophisticated aggregation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T17:01:18.136487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.