Pith. sign in

Paper Citation Record · LEDGER

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning

As of 22 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 3 inbound Pith citation observations for arXiv:2505.20670.

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

pith.paper-citation-record.v1
2505.20670 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:53:14.517914Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:04:47.150175Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T19:37:51.680201Z

Reference resolution

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy12
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f60a0b28-f297-4d95-b6cc-7e09bbea6f89 · outbound

This paper cites • Identify each failure point and its cause.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Identify each failure point and its cause

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:16.768721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:13.616396Z digest=sha256:ef3a281b20bdf7f9477be9a1d4476adff5195d3507d9a69ceff6194b8d12bebc

Observation 6f8c2018-ac41-4859-b622-9aa263f44ebe · outbound

This paper cites • Ensure each subtask is feasible, clearly defined, and focused on a single aspect of the task.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Ensure each subtask is feasible, clearly defined, and focused on a single aspect of the task

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:16.605952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:13.689140Z digest=sha256:50193a798fc316dccf2694da753b55b0ac16c2780ab413ff3761ce29b8199db7

Observation 89cd0de8-6300-4718-ba9f-f57fe02e97c2 · outbound

This paper cites nodes": [ {.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning nodes": [ {

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:16.458238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:13.771788Z digest=sha256:03795f7fe61259176196c6d5cec4b161adaca5e285dcc1eb1f5c39b6b1397647

Observation 9eea7f2d-05a1-44a7-9d60-c51dfe16f1f3 · outbound

This paper cites • Determine the cause of each failure and document insights to prevent repeating mistakes.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Determine the cause of each failure and document insights to prevent repeating mistakes

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:16.307903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:13.849957Z digest=sha256:42daed63dda99f341640f5b9b73bb9ff81db041cc6608a70d64bccfa6faf87f6

Observation 866be1f1-01d2-4c07-8414-78a86d67c57c · outbound

This paper cites • Ensure that the selected function aligns with the specific requirements of the current subtask.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Ensure that the selected function aligns with the specific requirements of the current subtask

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:16.154494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:13.938615Z digest=sha256:6a6fead8a5105b01ca1eee34c288f24e4201d0dbe577a18bc879c40da771e7e6

Observation df82d7a6-fbad-4fb0-aee1-a125a54a5808 · outbound

This paper cites • Align parameters with the current subtask’s needs and, where necessary, adjust based on prior results or relevant data from previous subtasks.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Align parameters with the current subtask’s needs and, where necessary, adjust based on prior results or relevant data from previous subtasks

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:15.984418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.017755Z digest=sha256:04328f51b0e5294d40efea321f8070dc83cd61c27d66ce4367318f67751c2237

Observation 3735f37c-1f54-4733-a5e4-a7b35a0b494c · outbound

This paper cites • Maintain coherence in task progression by ensuring that outputs from earlier subtasks are properly used in subsequent subtasks.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Maintain coherence in task progression by ensuring that outputs from earlier subtasks are properly used in subsequent subtasks

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:15.806853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.091567Z digest=sha256:dada139b2a0affcd32451d7ce09b6c200044fb74523d304ea57bb30133c03642

Observation b20ffc7b-dc44-4db4-a624-bcfbac6c36f2 · outbound

This paper cites function.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning function

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:15.657813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.161576Z digest=sha256:971ef4fc0d74d8f1f8cdef5a248c5f75df6c50db1cb82afd5ab83162711e4f16

Observation 685dfa98-efc4-486d-a3a6-0cc295f60acf · outbound

This paper cites • Summarize the key actions and decisions made, explaining how they contributed to solving the task.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Summarize the key actions and decisions made, explaining how they contributed to solving the task

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:15.453601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.240237Z digest=sha256:1dc19c802475068a15518bc2dde5d83babe6c2e57e13a5f897f4314f0a0496e5

Observation d025a14a-a323-44e9-b3fa-d7bc661b7e5e · outbound

This paper cites • If the task is multi-faceted or spans several subtasks, explain how each subtask contributes to solving the overall task.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • If the task is multi-faceted or spans several subtasks, explain how each subtask contributes to solving the overall task

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:15.233900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.332453Z digest=sha256:fb3095634955be33604a829165fe2e4690c6a2024c15fd1eadc2ae6665d03d9d

Observation a0851e7a-1c88-4bb2-bdf2-de3cd121a31e · outbound

This paper cites • Avoid abrupt transitions or overly technical language that may confuse the user, ensuring the response is accessible and logical.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning • Avoid abrupt transitions or overly technical language that may confuse the user, ensuring the response is accessible and logical

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:14.910247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.434634Z digest=sha256:fd88921f5c7233580d961b01b5eced2cf9094684e972142403af81d1fc0eb4df

Observation a5b8226e-029f-4643-85b2-6473cd41b219 · outbound

This paper cites answer":.

MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning answer":

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:53:14.747777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:53:14.517914Z digest=sha256:d30926d1d3cf9a1652ba795107d9d1d73f1c1d6ed86cb07196b32ea5629bd2cd

Pith citing papers

Observation 7dbeffe5-c0f2-4426-acae-e1fdcf6edf98 · inbound

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios cites this paper.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-15T17:04:47.150175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:04:47.150175Z digest=sha256:b08e7292de1ef00df43281f76876595c0e131f7b2620de182db982409f6a2eb2

Observation f1053a46-5dd8-4dcf-b341-e81492b55d01 · inbound

Decoupled Travel Planning with Behavior Forest cites this paper.

Decoupled Travel Planning with Behavior Forest MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-09T22:54:16.219692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-09T22:52:05.428745Z digest=sha256:6a88c612bb00361331edfa730c79d4502df4f45420eeafd82000d229cdd59eb5

Observation 464d17f5-3bac-4adb-9ac0-764a139afed9 · inbound

State-Centric Decision Process cites this paper.

State-Centric Decision Process MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-14T19:37:51.683818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-14T19:37:39.247986Z digest=sha256:c61338af85e3c638d33bf12029e048e1055854360f380dc722890510ef0b1095