Paper Citation Record · LEDGER

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering

As of 4 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2602.22508.

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

pith.paper-citation-record.v1
2602.22508 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T19:35:14.853273Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

30 of 30 outbound references displayed

verified exact2
verified fuzzy18
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb91586b-ee73-4db7-b113-bb1c61aaa225 · outbound

This paper cites Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:36:32.774090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3d1102a0-522e-4d8e-908f-194be4dc7a66 · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-15T21:20:59.729674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c95ba324-504c-49d4-b58d-5b0a9c243a3d · outbound

This paper cites Is this step logically sound?.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Is this step logically sound?

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.876174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 45cadbb1-30dc-49c2-a2a1-5ab00339c134 · outbound

This paper cites correct answer.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering correct answer

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.931350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2c44156a-d982-4eca-8b0a-59012478bb80 · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.892146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 81b759d9-c6b3-482c-9c2a-0df4c115797d · outbound

This paper cites The tone should be introspective, analytical, and deliberate, mimicking a stream of consciousness.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering The tone should be introspective, analytical, and deliberate, mimicking a stream of consciousness

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.927389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5e9153a8-18fe-4332-a0a9-5079b5cf5741 · outbound

This paper cites Wait, let us double-check that.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Wait, let us double-check that

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.887745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2ab13e64-cc00-4d72-b9a7-00060d8af363 · outbound

This paper cites draft solution.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering draft solution

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.897327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1f33edf0-bbc5-415b-b2b9-21ee0843c82a · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.905923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7920476a-8669-48b9-8241-0d4f75fd0105 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.910329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 42252f44-a9c5-42f7-9076-e9f7fca794ff · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.915389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8ac74f03-bb04-429c-8023-4ff82caf5ece · outbound

This paper cites Identify the point where the correct answer is established and valid verification (including edge-case testing or alternative method checking) is complete.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Identify the point where the correct answer is established and valid verification (including edge-case testing or alternative method checking) is complete

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.919803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9070d97c-813d-4292-828a-d4d875d1bb52 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.923499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7474e547-64a9-4d89-86ec-ada333bf45dd · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.982979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8cccf9e5-5607-4358-8534-41ee0acea9c2 · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.872354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3b896bb0-2877-4724-baf2-285cc4d38469 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.883673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1a17dc63-5d2a-44fb-9b54-82171f2eda7c · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.879981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7b8c5a0b-a575-44cf-9d5d-8fe5f372f236 · outbound

This paper cites Look for the first instance where the model begins to repeat thoughts, asks the same questions repeatedly without moving forward, or gets stuck in a cycle of unproductive reasoning.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Look for the first instance where the model begins to repeat thoughts, asks the same questions repeatedly without moving forward, or gets stuck in a cycle of unproductive reasoning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.975501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f2d3dffa-06b7-4861-ad6c-65427e1c0e03 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.979259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2bf72e74-cf82-49fd-84b3-a2acc35d4187 · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.963177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5a551c5b-8534-478e-b2cb-2c404f2bd71d · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.959368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bc552dad-b3a4-471e-9b72-7bbdd5db02d6 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.966992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 46d850da-f649-47a8-9a69-98d9cef9ca0d · outbound

This paper cites Is this step valid?.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Is this step valid?

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.971145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 447dba9d-f653-4a7f-902e-2b4fb7cfd7b7 · outbound

This paper cites an unresolved cited work.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-15T19:40:18.986389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 74868d89-3f8a-462d-8402-7ac35acf0ac2 · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.935714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation db5b0d9a-eb1f-4dae-8084-8eb50bade59d · outbound

This paper cites Start by explicitly re-stating the core goal of the problem and filtering out any irrelevant information or distractions.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Start by explicitly re-stating the core goal of the problem and filtering out any irrelevant information or distractions

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.939772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5d7668b9-13d8-45fc-b3ae-6a67a2a953db · outbound

This paper cites Before calculating or deducing, outline a high-level strategy or roadmap.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Before calculating or deducing, outline a high-level strategy or roadmap

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.943704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 23dd98c0-9c36-4a85-8bfd-5720b852d9cf · outbound

This paper cites Is this step logically sound?.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Is this step logically sound?

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.947498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bd91fe02-18e1-4258-9ddc-a89d9cae7b61 · outbound

This paper cites Wait, let me re-evaluate this.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering Wait, let me re-evaluate this

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.955682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0027f454-ef6d-4f56-9add-cb46e87187cf · outbound

This paper cites role”: “user.

Metacognitive Behavioral Tuning of Large Language Models for Multi-Hop Question Answering role”: “user

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T19:40:18.951575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

No inbound Pith citation observations are available.