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Paper Citation Record · LEDGER

Emergent Stack Representations in Modeling Counter Languages Using Transformers

As of 10 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 3 inbound Pith citation observations for arXiv:2502.01432.

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

pith.paper-citation-record.v1
2502.01432 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T15:26:53.496907Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T12:47:21.034251Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved26
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6f93a0a1-8f86-44fd-8143-6d5730869cdd · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 1

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unresolved
no resolver link, observed 2026-08-09T15:26:53.386926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.386926Z digest=sha256:efc93a4424176f28e6f63bf1421c5d2158a4f9cc3ebdb9f79f567dc0350cc1d5

Observation 162bc1c4-3448-4329-a762-50a9251f552c · outbound

This paper cites A Survey of Neural Networks and Formal Languages.

Emergent Stack Representations in Modeling Counter Languages Using Transformers A Survey of Neural Networks and Formal Languages

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-09T15:26:53.862389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.391340Z digest=sha256:023ebd4cb529c8bc41e8aaa795050be2f8b84521a3216130e87526a3f8822fd5

Observation e2854982-5b7a-4554-ba23-62d8db9d4322 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 3

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unresolved
no resolver link, observed 2026-08-09T15:26:53.395384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.395384Z digest=sha256:a3cc574a0abcc5a255fb54d51ceb984ad37bf1dbd8b8ce06f55e6738df8b623f

Observation ca8b0328-a94d-4b19-bd1a-049d406147bd · outbound

This paper cites Bhattamishra, Kabir Ahuja, and Navin Goyal.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Bhattamishra, Kabir Ahuja, and Navin Goyal

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:26:53.934319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.399420Z digest=sha256:a457c3ae44baf39ed703e12f512b03fe1a073d4db7ac259ee3a33b49a8b14699

Observation 698c979e-10b0-456f-bc7d-3c3d59393a5a · outbound

This paper cites Visualizing and Measuring the Geometry of BERT.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Visualizing and Measuring the Geometry of BERT

Reference 5

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unresolved
no resolver link, observed 2026-08-09T15:26:53.402912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.402912Z digest=sha256:13fd3041a07f49f713deea053beaf306a47299ca0defee482e9b51588610c3ce

Observation d6d2443f-ccb3-45c1-b511-5c424a3a3870 · outbound

This paper cites Stack Attention: Improving the Ability of Transformers to Model Hierarchical Patterns.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Stack Attention: Improving the Ability of Transformers to Model Hierarchical Patterns

Reference 6

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unresolved
no resolver link, observed 2026-08-09T15:26:53.406900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.406900Z digest=sha256:8e5c9a42973e1b3c7e21aac3f524189f04d26293bda36999babe7f6dace3c697

Observation 09c00a2c-754d-4dba-9fa5-c38ce005ac53 · outbound

This paper cites Toy Models of Superposition.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Toy Models of Superposition

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.411123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.411123Z digest=sha256:48f593139e1cb0eda3948e4cb582cbfda37603a3b0a2242b7ef9cbd0981d1543

Observation b3a2929f-be27-4fb0-87ae-e89a25feedc4 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-08-09T15:26:53.414418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.414418Z digest=sha256:a8b339b7e507498433e8eda9a57a9a5b13d19e87e3c52c959a5d895c3c3cdc44

Observation 2c54c801-3c6e-4061-abec-4efa1b8c2467 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.417483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.417483Z digest=sha256:49e291fa9ed0c21d0e9d2ee1c4508a2f1f3fe5a88b7f8f3f622566fa31963fc5

Observation 88aeda85-187a-4ca7-9260-e13eb7eb8e1b · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-09T15:26:53.420419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.420419Z digest=sha256:efa85dfb7014f10f824e7c1bf0121a47c0028b101788c06e6afe62ea4c97e8c4

Observation 8bbb8ff4-294f-4925-b605-a2776e6c3e68 · outbound

This paper cites Designing and Interpreting Probes with Control Tasks.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Designing and Interpreting Probes with Control Tasks

Reference 11

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unresolved
no resolver link, observed 2026-08-09T15:26:53.423246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.423246Z digest=sha256:3a19c21638436051dac2db73a47e7886407021bd3f9cc7e3eaa01ce16bff4f7c

Observation 66da3639-baaa-409a-9134-422675d18f76 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:26:53.923996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.426493Z digest=sha256:2d97ca20f6909ae48b0bcbc726a50d141b2423e7c4759698bbae949055de1923

Observation df52a3c7-9f83-4157-a253-d0517449f4ac · outbound

This paper cites Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-09T15:26:53.811843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.429352Z digest=sha256:528b41b8b857e913fae3623633b6dc9d5ea28f1fa589ba886ee988994d561efa

Observation c18e6c1c-d079-4ba4-a1cb-29984925f8c3 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:26:53.914528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.433001Z digest=sha256:ddc8a529ccd50340129b7531a0f4196aab98adc1188d79f6eeeb135faacd6fbb

Observation 5f087524-83d4-4499-94db-73e2660a30ae · outbound

This paper cites Li, Maxwell Nye, and Jacob Andreas.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Li, Maxwell Nye, and Jacob Andreas

Reference 15

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unresolved
no resolver link, observed 2026-08-09T15:26:53.436199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.436199Z digest=sha256:b831fdf8ddb8bf9db622802fef14c6129f5a262c91db3aca4cbd3c913bb1c8a1

Observation 01b738f0-980f-4673-ad89-fbbefc7973e8 · outbound

This paper cites Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.439615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.439615Z digest=sha256:54a9ae27be77ec553a6a44b62ab1418a54233bd5cee95da82a01b3ebae9c75dd

Observation 3eec87b3-1cb8-4297-a643-b23ad4a48051 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:26:53.904745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.443095Z digest=sha256:fe06e8f96fd750032aca9241cc3273c1ced0cdc998017367641dba0bdea26eee

Observation 25ebb7eb-5024-42fb-9ea8-0b896f9602cd · outbound

This paper cites Progress measures for grokking via mechanistic interpretability.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Progress measures for grokking via mechanistic interpretability

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:26:53.895122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.446572Z digest=sha256:9fe272f13603e7481c0b7f9926cc95839c537db731e9aebb6fe43196efaa5358

Observation c7833f4b-a95b-4d97-98c5-52fe6f88a53f · outbound

This paper cites On the Turing Completeness of Modern Neural Network Architectures.

Emergent Stack Representations in Modeling Counter Languages Using Transformers On the Turing Completeness of Modern Neural Network Architectures

Reference 19

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no resolver link, observed 2026-08-09T15:26:53.450060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.450060Z digest=sha256:5aed4a8b90cbb64748c4cfe27837afac736611acf8c1080b1cc1b2cfc693ac19

Observation 8962af12-7ab1-4baf-9878-d8d366cb41c5 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 20

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unresolved
no resolver link, observed 2026-08-09T15:26:53.454802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.454802Z digest=sha256:ac455a4894dfbbe78ba0d9fdce1a384c4e9aafee51cc45e7f4f95c9bb4e24e5d

Observation fde0b2ad-a503-483d-aba0-095f55afb06a · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 21

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unresolved
no resolver link, observed 2026-08-09T15:26:53.458271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.458271Z digest=sha256:fef338b619d8d5a2b259cc4cd95eca19fb2e60fd9eb4b48f14cc0d14aa23000d

Observation 18ceff90-affe-432f-817b-85e32a81fa39 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.465021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.465021Z digest=sha256:ea47b6d8b4fb6bdded612d5a3c965d56f1ea16f95596d6817974042b39d66fa4

Observation 9e0afae2-e353-415f-98b2-a8981e4560a6 · outbound

This paper cites Memory-Augmented Recurrent Neural Networks Can Learn Generalized Dyck Languages.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Memory-Augmented Recurrent Neural Networks Can Learn Generalized Dyck Languages

Reference 24

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unresolved
no resolver link, observed 2026-08-09T15:26:53.468162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.468162Z digest=sha256:65ee2bac5a3dc1ce7a52f6fc752a53114b463defd040071eb2e1c6bda81c2221

Observation 8539dde1-5f88-4604-9a8b-523d3dac6c78 · outbound

This paper cites Evaluating the World Model Implicit in a Generative Model.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Evaluating the World Model Implicit in a Generative Model

Reference 25

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unresolved
no resolver link, observed 2026-08-09T15:26:53.471658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.471658Z digest=sha256:56f10bdffd86836ac2247e940db16cafab4d41ed72691c92afb84d6853ff83c3

Observation 6d088364-f475-44c4-afb6-05bbec5d7cd5 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.475171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.475171Z digest=sha256:b5cd496148ab50c7fe9f544f449a721acdb7af5e12428fe9b0f11ddfca8bd06d

Observation 7e9f1bcb-98e1-4cb8-b3de-a97a4f531ac4 · outbound

This paper cites an unresolved cited work.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:26:53.885003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.478475Z digest=sha256:13bbf005f25832bafb1ce069095096d0cd16a0341e282c4a5cbab55a8d5d4d41

Observation 59f2d4e1-2304-4a1e-888d-d92c10fbcea7 · outbound

This paper cites Are Transformers universal approximators of sequence-to-sequence functions?.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Are Transformers universal approximators of sequence-to-sequence functions?

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.482240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.482240Z digest=sha256:c3c4c0d96038d4dd21f43589f4d2c87d686d5a81e3875ff989ec3fb33c6f8f58

Observation baa5b8b6-c895-4a3c-a587-f24a6a8bfb1c · outbound

This paper cites Transformer-Based Models Are Not Yet Perfect At Learning to Emulate Structural Recursion.

Emergent Stack Representations in Modeling Counter Languages Using Transformers Transformer-Based Models Are Not Yet Perfect At Learning to Emulate Structural Recursion

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-09T15:26:53.596955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T15:26:53.485790Z digest=sha256:9250c531f277822778504212f332bacf74e7861480bed9a3b7bc914595a144f6

Observation 00d1c289-b7d0-4645-944e-7ac3d9d84993 · outbound

This paper cites What Algorithms can Transformers Learn? A Study in Length Generalization.

Emergent Stack Representations in Modeling Counter Languages Using Transformers What Algorithms can Transformers Learn? A Study in Length Generalization

Reference 30

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unresolved
no resolver link, observed 2026-08-09T15:26:53.489472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.489472Z digest=sha256:1764080535808b99cc0ed895006c5abd22d334b7bdfbf608391b3e9ca3a73bf4

Observation 161a2b9e-e2a1-4194-b48b-7e3e3dde48bc · outbound

This paper cites online" 'onlinestring :=.

Emergent Stack Representations in Modeling Counter Languages Using Transformers online" 'onlinestring :=

Reference 31

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unresolved
no resolver link, observed 2026-08-09T15:26:53.493071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.493071Z digest=sha256:73c104ca9ec238111c2a9e5110de4ff8619ef2fef82a44ede563a52e11df85cc

Observation deb99dd4-ab91-4620-ac9d-173995ed40c5 · outbound

This paper cites write newline.

Emergent Stack Representations in Modeling Counter Languages Using Transformers write newline

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-09T15:26:53.496907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:26:53.496907Z digest=sha256:3f176c6965be571328cb29507522189c023c43a73aaddfb0f3ab18b3d2b4f43b

Pith citing papers

Observation 3ca8c32b-fc7d-4003-a018-9b71ccef78c7 · inbound

Unraveling Syntax: Language Modeling and the Substructure of Grammars cites this paper.

Unraveling Syntax: Language Modeling and the Substructure of Grammars Emergent Stack Representations in Modeling Counter Languages Using Transformers

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T12:47:21.034251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T12:47:21.034251Z digest=sha256:0d1f201b449c98f87b0b965b451883cfa9a44776b5043e18e4967cfd09d9bc39

Observation f775f281-8ffe-46f8-9315-fd8e5017be95 · inbound

Dissociating Decodability and Causal Use in Bracket-Sequence Transformers cites this paper.

Dissociating Decodability and Causal Use in Bracket-Sequence Transformers Emergent Stack Representations in Modeling Counter Languages Using Transformers

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:08.180990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T12:12:32.768674Z digest=sha256:d0291137daf0788450d2d5ac48cfdb666712dfff039fc0c3bc594d03d33f13bd

Observation 2c70565b-d033-4113-a6a9-1d11b9bc4caa · inbound

Dissociating Decodability and Causal Use in Bracket-Sequence Transformers cites this paper.

Dissociating Decodability and Causal Use in Bracket-Sequence Transformers Emergent Stack Representations in Modeling Counter Languages Using Transformers

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-08T21:39:24.419593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T12:12:32.768674Z digest=sha256:033598b632cfed6cac59f2a1a7f4cdcaf8cb192adc973af13e9c10ad91af6760