Paper Citation Record · LEDGER

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 5 inbound Pith citation observations for arXiv:2507.20395.

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

pith.paper-citation-record.v1
2507.20395 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:40:02.915482Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:39:59.590925Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:59:43.323576Z

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy5
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e40e9f1c-26bb-4f59-a470-b31aae587614 · outbound

This paper cites MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:59.590925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99541be7-f270-4b91-aed6-9cbdbb8bbbcc · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:09.594740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0d21d79d-f7d3-4b02-82d3-c505c491a83e · outbound

This paper cites We focus on the configurationthatprovidesthemostchallengingyet fair assessment of spatial reasoning capabilities.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models We focus on the configurationthatprovidesthemostchallengingyet fair assessment of spatial reasoning capabilities

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:08.444915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41bb9291-c22c-4056-b142-7a36ac46df0c · outbound

This paper cites The results re- veal significant variations in spatial reasoning capa- bilities and provide insights into how these abilities transfer across languages.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models The results re- veal significant variations in spatial reasoning capa- bilities and provide insights into how these abilities transfer across languages

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:08.254906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 434ccbdb-126d-429c-b277-edef3801563a · outbound

This paper cites illusion of thinking.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models illusion of thinking

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:07.924848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f50341c9-d0b7-4d17-ac02-04a6bfeb0dda · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:07.194752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36f47d57-c02c-48d9-9ad0-6130d5b6d901 · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:06.673377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c22597bd-79f8-4566-8333-8d41d4303dd3 · outbound

This paper cites Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.114830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17eaa702-14d6-46c0-b172-226e24bd879a · outbound

This paper cites Dialectical language model evaluation: An initial appraisal of the commonsense spatial reasoning abilities of LLMs.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Dialectical language model evaluation: An initial appraisal of the commonsense spatial reasoning abilities of LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.425301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d31b4ae-c2ec-4b68-988f-4c949a17cf66 · outbound

This paper cites Advances in Embodied Navigation Using Large Language Models: A Survey.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Advances in Embodied Navigation Using Large Language Models: A Survey

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.594827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5ecded3-8aff-4c95-9681-4f77893aac7c · outbound

This paper cites Exploring and Improving the Spatial Reasoning Abilities of Large Language Models.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Exploring and Improving the Spatial Reasoning Abilities of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.783017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f793967-6f8e-417a-9031-75ebb38f585e · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:06.244842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fcea007a-56e2-4d04-8b0a-8875684c0d63 · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:05.837369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0996122-b4b5-4084-ac0b-27e838eba294 · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:05.374835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23523d3c-1ce1-4d82-a7d2-8e4b7cfd036d · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:04.934759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7b9318bd-40fe-461a-8ce3-25d15b80fcc6 · outbound

This paper cites Choose a direction: north, south, east, or west.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Choose a direction: north, south, east, or west

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:04.577069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71c1483e-9315-4cdc-9085-a1149bcdf460 · outbound

This paper cites Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks

Reference 2002

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.974813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c45dc4ac-9566-44a9-a228-fe49abb6f589 · outbound

This paper cites TextWorld (Côté et al., 2018) offers text-based navigation but in richly described environments that provide substantial contextual cues.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models TextWorld (Côté et al., 2018) offers text-based navigation but in richly described environments that provide substantial contextual cues

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:09.194750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a9adacda-781c-4bf2-975b-d2bcac3bfe2a · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:07.565032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c2525298-d22f-4b43-ad67-4caf1691b83f · outbound

This paper cites an unresolved cited work.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:08.774753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa740c9c-f980-4591-a60b-95ef6745e02f · outbound

This paper cites BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning.

MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T13:40:01.294846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e40e9f1c-26bb-4f59-a470-b31aae587614 · inbound