Paper Citation Record · LEDGER

Learning from Saturated Data: Signals Beyond Correctness for LLM Training

As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2606.01436.

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

pith.paper-citation-record.v1
2606.01436 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T17:10:05.592596Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

41 of 41 outbound references displayed

verified exact1
verified fuzzy0
unresolved32
parse uncertain4
malformed identifier2
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ad37f29a-ae2b-4d66-8a88-6a358e10c47d · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Lost in the Middle: How Language Models Use Long Contexts

Reference 1

Resolution: malformed identifier; doi_truncated, observed 2026-06-28T17:12:24.104460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 22228cfc-4758-44ef-9516-2c66d3b30c3b · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-06-28T17:12:24.558952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ef291fa-047e-4f30-b2de-a3c62765723d · outbound

This paper cites Meta-rewarding language models: Self-improving alignment with LLM-as-a-meta-judge.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Meta-rewarding language models: Self-improving alignment with LLM-as-a-meta-judge

Reference 3

Resolution: metadata mismatch; doi, observed 2026-06-28T17:12:24.106959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ccb30e36-f67b-4ef9-9dcf-5c0cc37f6ded · outbound

This paper cites A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-28T17:12:24.561892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7f9bd766-b041-4f67-a293-3621a8973b4e · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2ffdce8-d1d9-4c91-8961-fa9fb7e50b16 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c090086f-842b-4103-a8df-16476c5adef1 · outbound

This paper cites Both responses arrive at the correct answer but differ in verbosity and reasoning style.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Both responses arrive at the correct answer but differ in verbosity and reasoning style

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6f8b502-6462-4f67-b88b-947d9db45909 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f74814a-b3c0-4dc8-ad6c-ef9cf1687ff3 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b9c5900-f61d-43d3-a962-8d49ffebfa5e · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd8844ee-bb1f-42e3-b2b2-a077cb1a95de · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2d30b81-9c39-4beb-9709-5735920eb160 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 063bce74-764b-4b02-aa1f-1176ae337030 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d833e200-f111-4841-8714-245367139775 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53a32f85-6471-4e93-b5db-065e65a112d0 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a86aa24-029e-4700-a559-64ca808179de · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d6d240a-11b3-4b6d-9f03-c327cf424e22 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 19

Resolution: parse uncertain; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8228bce6-3fa7-43bb-b9c5-0ada16a670c6 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e581b925-103d-4215-8446-ba294a8463dd · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f60fb66c-f5f0-4f59-8a82-1d42c455b9d0 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1db73d3-20b2-4e1e-9fa1-a852638cb47c · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64934f54-d19e-4531-8bdc-8e33bd4ee928 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 24

Resolution: parse uncertain; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d761e424-fd46-46d2-a3db-fe8860c0f21b · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 25

Resolution: parse uncertain; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a61aa3b-e2fb-44a7-ae73-bfeef0d8ba8c · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 26

Resolution: parse uncertain; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de6ce559-420a-401c-9be5-ab3b859ce8a3 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c1ce68-59ad-4391-9ab7-ab1d98a744fc · outbound

This paper cites ### EVALUATION Initial Screening: Both solutions arrive at -476059.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training ### EVALUATION **Initial Screening:** Both solutions arrive at -476059

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc0d36f3-f95f-4683-b5bd-d52b375a7ce6 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41b0a263-43b4-41b9-b9ad-83610f4ad61f · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0e9bc8c-cf72-4005-a987-1a74d42b92df · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94e8e47b-7b65-434b-bc13-bf8d89f80185 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803d219c-6bc0-4f71-b19a-cee62327d10c · outbound

This paper cites Your family collected 144 cans.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Your family collected 144 cans

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21450938-3831-4816-bc78-4a48ae07ffd7 · outbound

This paper cites Your family collected 20 kilograms.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Your family collected 20 kilograms

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b51c91-fc19-491e-aafc-176a6121b9c7 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1abc66-6b1c-481e-ae96-01e73f99b7a0 · outbound

This paper cites an unresolved cited work.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33e3cfc8-7190-4a43-9f9d-02b968210b19 · outbound

This paper cites - Your family collected 144 cans.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training - Your family collected 144 cans

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 976fdd19-e5a3-48c9-8c14-47d1af1c5167 · outbound

This paper cites - Your family collected 20 kilograms of newspapers.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training - Your family collected 20 kilograms of newspapers

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f482ece-d2b2-4e8e-bcd2-2c12e954bb97 · outbound

This paper cites Money earned from cans:$6.00.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Money earned from cans:$6.00

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536cb789-8b27-4815-a8fd-fe417d3577d7 · outbound

This paper cites Step 1: The baker keeps one-quarter for himself.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Step 1: The baker keeps one-quarter for himself

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2182fbc2-db74-46ab-88f1-389bf0eb474a · outbound

This paper cites No disagreement.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training No disagreement

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db5b8d4-bcd5-42e1-a908-d8653b2043e3 · outbound

This paper cites Then it goes at 40 mph for 1.5 hours, which is 40 * 1.5 = 60 miles.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training Then it goes at 40 mph for 1.5 hours, which is 40 * 1.5 = 60 miles

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efa9f086-8889-41f0-ac77-47aa82bfc7a5 · outbound

This paper cites No disagreement.

Learning from Saturated Data: Signals Beyond Correctness for LLM Training No disagreement

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-28T17:10:05.592596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.