Paper Citation Record · LEDGER

Transformers Struggle to Learn to Search

As of 18 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 4 inbound Pith citation observations for arXiv:2412.04703.

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

pith.paper-citation-record.v1
2412.04703 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:23:19.683563Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:58:59.001963Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:30:01.548468Z

Reference resolution

55 of 55 outbound references displayed

verified exact0
verified fuzzy0
unresolved55
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1679e7f-5b94-4676-8389-92e3ff74c4e8 · outbound

This paper cites The pitfalls of next-token prediction.

Transformers Struggle to Learn to Search The pitfalls of next-token prediction

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.034837Z

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Observation 1d64f964-a203-4e23-8816-930b0df033f8 · outbound

This paper cites Chayes, and Oliver Riordan.

Transformers Struggle to Learn to Search Chayes, and Oliver Riordan

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.061252Z

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Observation df3ea3e7-4af4-4b30-8cd9-19312a372cd0 · outbound

This paper cites Navigating the labyrinth: Evaluating and enhancing llms' ability to reason about search problems.

Transformers Struggle to Learn to Search Navigating the labyrinth: Evaluating and enhancing llms' ability to reason about search problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.098761Z

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Observation dd610724-019f-408f-8f4d-84bb9b674d60 · outbound

This paper cites A mechanistic analysis of a transformer trained on a symbolic multi-step reasoning task.

Transformers Struggle to Learn to Search A mechanistic analysis of a transformer trained on a symbolic multi-step reasoning task

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.107751Z

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Observation 11274699-17dc-4186-88b2-f3586e847e94 · outbound

This paper cites Broken neural scaling laws.

Transformers Struggle to Learn to Search Broken neural scaling laws

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.144757Z

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Observation cdb70207-cb20-4f03-9c14-71c114094329 · outbound

This paper cites Selection-inference: Exploiting large language models for interpretable logical reasoning.

Transformers Struggle to Learn to Search Selection-inference: Exploiting large language models for interpretable logical reasoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.176766Z

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Observation 10c64ddb-cd88-4340-8f10-8fd686585049 · outbound

This paper cites MANGO : A benchmark for evaluating mapping and navigation abilities of large language models.

Transformers Struggle to Learn to Search MANGO : A benchmark for evaluating mapping and navigation abilities of large language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.192561Z

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Observation 1f0ea792-e8cb-4c82-9b3c-10668f5f4238 · outbound

This paper cites Understanding Emergent Abilities of Language Models from the Loss Perspective.

Transformers Struggle to Learn to Search Understanding Emergent Abilities of Language Models from the Loss Perspective

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.236330Z

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Observation 73d55e71-a122-43ae-bdc1-a53d139f7400 · outbound

This paper cites On random graphs i.

Transformers Struggle to Learn to Search On random graphs i

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.264180Z

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Observation 9b985b0a-d8b0-4dff-b00d-c400a6f802b5 · outbound

This paper cites Nphardeval: Dynamic benchmark on reasoning ability of large language models via complexity classes.

Transformers Struggle to Learn to Search Nphardeval: Dynamic benchmark on reasoning ability of large language models via complexity classes

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.290090Z

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Observation 71cd4a9e-414f-4992-b289-3f1ac3ee3f6a · outbound

This paper cites IsoBench: Benchmarking Multimodal Foundation Models on Isomorphic Representations.

Transformers Struggle to Learn to Search IsoBench: Benchmarking Multimodal Foundation Models on Isomorphic Representations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.311622Z

Source-reported events for the cited work

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Observation 104e3407-c852-48ec-8abb-ae75d4c1cd3f · outbound

This paper cites Stream of Search (SoS): Learning to Search in Language.

Transformers Struggle to Learn to Search Stream of Search (SoS): Learning to Search in Language

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.345312Z

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Observation 4f143306-0a22-45ae-9dae-81d64194d569 · outbound

This paper cites Causal abstractions of neural networks.

Transformers Struggle to Learn to Search Causal abstractions of neural networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.375908Z

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Observation 26b39704-4a58-4d26-9a4d-de74fb655623 · outbound

This paper cites Reasoning with language model is planning with world model.

Transformers Struggle to Learn to Search Reasoning with language model is planning with world model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.405868Z

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Observation f5f8c87c-d2d6-433d-8be8-6b5842bfcfcb · outbound

This paper cites How to use and interpret activation patching.

Transformers Struggle to Learn to Search How to use and interpret activation patching

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.443944Z

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Observation 51da9c90-7a30-46a2-b557-aaaa1d566fad · outbound

This paper cites Scaling Laws for Autoregressive Generative Modeling.

Transformers Struggle to Learn to Search Scaling Laws for Autoregressive Generative Modeling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.485404Z

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Observation 9864039c-8677-4f0e-9005-0799b019d8f9 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Transformers Struggle to Learn to Search Training Compute-Optimal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.505370Z

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Observation 657f5358-2040-4dc4-a379-10e34192d1e0 · outbound

This paper cites Towards a mechanistic interpretation of multi-step reasoning capabilities of language models.

Transformers Struggle to Learn to Search Towards a mechanistic interpretation of multi-step reasoning capabilities of language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.534764Z

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Observation 5aa628f1-20cb-447e-880d-b8409832fafc · outbound

This paper cites Ivanitskiy, Alex F.

Transformers Struggle to Learn to Search Ivanitskiy, Alex F

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.574748Z

Source-reported events for the cited work

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Observation ecd14e13-ffdd-4850-a129-91145b991296 · outbound

This paper cites Evidence of Learned Look-Ahead in a Chess-Playing Neural Network.

Transformers Struggle to Learn to Search Evidence of Learned Look-Ahead in a Chess-Playing Neural Network

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.624747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 493c13b4-9c45-4bf9-b3c3-8955a2392c41 · outbound

This paper cites LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks.

Transformers Struggle to Learn to Search LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.674748Z

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Observation 55fd31fc-6907-405a-8990-85bea024bd9f · outbound

This paper cites Scaling Laws for Neural Language Models.

Transformers Struggle to Learn to Search Scaling Laws for Neural Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.744739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2025373-42ef-46bc-822e-77ccc89a5eda · outbound

This paper cites LAMBADA : Backward chaining for automated reasoning in natural language.

Transformers Struggle to Learn to Search LAMBADA : Backward chaining for automated reasoning in natural language

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.784758Z

Source-reported events for the cited work

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Observation f3e3bbd2-6a0c-432e-bf77-f4b9ee2b1347 · outbound

This paper cites Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference.

Transformers Struggle to Learn to Search Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.824751Z

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Observation e562d411-b2a5-4453-8c72-c03e739c8379 · outbound

This paper cites COGS: A compositional generalization challenge based on semantic interpretation.

Transformers Struggle to Learn to Search COGS: A compositional generalization challenge based on semantic interpretation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.854842Z

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Observation b5afb4e6-5ce5-41df-bcd5-f3b7493ce5fd · outbound

This paper cites Large language models are zero-shot reasoners.

Transformers Struggle to Learn to Search Large language models are zero-shot reasoners

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.917084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ce00579-0d70-4bca-836a-c0bed74f2036 · outbound

This paper cites Sophia: A scalable stochastic second-order optimizer for language model pre-training.

Transformers Struggle to Learn to Search Sophia: A scalable stochastic second-order optimizer for language model pre-training

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.961375Z

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Observation 52108f53-b0c5-4b1f-adba-be64a0cf6e71 · outbound

This paper cites The expressive power of transformers with chain of thought.

Transformers Struggle to Learn to Search The expressive power of transformers with chain of thought

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:18.994755Z

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Observation 5c00560c-6586-4218-8b35-dbc7b4633c79 · outbound

This paper cites Show Your Work: Scratchpads for Intermediate Computation with Language Models.

Transformers Struggle to Learn to Search Show Your Work: Scratchpads for Intermediate Computation with Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.054746Z

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Observation 777ea6ec-d165-47f2-8604-fa065da21f42 · outbound

This paper cites Language models are unsupervised multitask learners.

Transformers Struggle to Learn to Search Language models are unsupervised multitask learners

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.104066Z

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Observation a28cfea9-b106-4e3c-a79a-13f68bf97052 · outbound

This paper cites Amortized Planning with Large-Scale Transformers: A Case Study on Chess.

Transformers Struggle to Learn to Search Amortized Planning with Large-Scale Transformers: A Case Study on Chess

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.110027Z

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Observation 5a115100-4814-4650-b092-38713c5a8973 · outbound

This paper cites Understanding Transformer Reasoning Capabilities via Graph Algorithms.

Transformers Struggle to Learn to Search Understanding Transformer Reasoning Capabilities via Graph Algorithms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.134743Z

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Observation 02ec3486-2925-4105-a811-a5146056454f · outbound

This paper cites Transformers, parallel computation, and logarithmic depth.

Transformers Struggle to Learn to Search Transformers, parallel computation, and logarithmic depth

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.159899Z

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Observation 087589f8-3887-4c0f-9f11-47a265fb73b2 · outbound

This paper cites Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.

Transformers Struggle to Learn to Search Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.169820Z

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Observation 8c99d95a-d46b-4483-8d07-1686e85dd71e · outbound

This paper cites an unresolved cited work.

Transformers Struggle to Learn to Search Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.178280Z

Source-reported events for the cited work

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Observation 934fcccc-6664-403d-b2a8-50bdbf46c7c3 · outbound

This paper cites Causal Language Modeling Can Elicit Search and Reasoning Capabilities on Logic Puzzles.

Transformers Struggle to Learn to Search Causal Language Modeling Can Elicit Search and Reasoning Capabilities on Logic Puzzles

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.190653Z

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Observation ef64644b-6a8d-4e49-b72d-f87027294819 · outbound

This paper cites Automating the Generation of Prompts for LLM-based Action Choice in PDDL Planning.

Transformers Struggle to Learn to Search Automating the Generation of Prompts for LLM-based Action Choice in PDDL Planning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.196272Z

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Observation e47e32e1-24b8-4d4e-ad8c-4ff3b2fab67d · outbound

This paper cites A mechanistic interpretation of arithmetic reasoning in language models using causal mediation analysis.

Transformers Struggle to Learn to Search A mechanistic interpretation of arithmetic reasoning in language models using causal mediation analysis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.208020Z

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Observation 1e8f52fa-ae47-46de-a58b-88a1bd386e61 · outbound

This paper cites an unresolved cited work.

Transformers Struggle to Learn to Search Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.235159Z

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Observation 3de13916-13a9-4696-9126-bf425ab08576 · outbound

This paper cites Large language models still can't plan (a benchmark for LLM s on planning and reasoning about change).

Transformers Struggle to Learn to Search Large language models still can't plan (a benchmark for LLM s on planning and reasoning about change)

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.246097Z

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Observation 5398d32d-0858-41de-aaa2-ead31066c5ce · outbound

This paper cites an unresolved cited work.

Transformers Struggle to Learn to Search Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.256053Z

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Observation 3be3e374-19ec-4da8-b54c-517a536f6a6b · outbound

This paper cites Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias.

Transformers Struggle to Learn to Search Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.294795Z

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Observation 90c1f23c-d696-4e64-8ff5-908393abd3bc · outbound

This paper cites Can language models solve graph problems in natural language? In Thirty-seventh Conference on Neural Information Processing Systems, 2023.

Transformers Struggle to Learn to Search Can language models solve graph problems in natural language? In Thirty-seventh Conference on Neural Information Processing Systems, 2023

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.327818Z

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Observation cbb33be4-010e-4c34-98c5-ee753dcca058 · outbound

This paper cites Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus.

Transformers Struggle to Learn to Search Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.337469Z

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Observation 9f99029e-9c2e-476c-8ab5-0400bdcf1f33 · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Transformers Struggle to Learn to Search Chi, Quoc V Le, and Denny Zhou

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.355709Z

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Observation 4e07f63b-1334-449b-94a8-e7d062c3810d · outbound

This paper cites Do large language models latently perform multi-hop reasoning? In Annual Meeting of the Association for Computational Linguistics, 2024.

Transformers Struggle to Learn to Search Do large language models latently perform multi-hop reasoning? In Annual Meeting of the Association for Computational Linguistics, 2024

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.368564Z

Source-reported events for the cited work

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Observation 218b0302-467a-4fbe-bc87-14cdd170672a · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Transformers Struggle to Learn to Search Tree of thoughts: Deliberate problem solving with large language models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.386912Z

Source-reported events for the cited work

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Observation 305afb5f-b017-472a-bd74-cf02cb095d33 · outbound

This paper cites Towards best practices of activation patching in language models: Metrics and methods.

Transformers Struggle to Learn to Search Towards best practices of activation patching in language models: Metrics and methods

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.424031Z

Source-reported events for the cited work

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Observation a58bb081-ad87-4fb9-ae56-6ab526a07d2b · outbound

This paper cites On the paradox of learning to reason from data.

Transformers Struggle to Learn to Search On the paradox of learning to reason from data

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.473617Z

Source-reported events for the cited work

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Observation 0230a035-c28a-4762-9624-869fb46ef87f · outbound

This paper cites Can LLM Graph Reasoning Generalize beyond Pattern Memorization?.

Transformers Struggle to Learn to Search Can LLM Graph Reasoning Generalize beyond Pattern Memorization?

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.512369Z

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Observation e60dc3b5-80b9-4b17-aa45-d811891e0c9f · outbound

This paper cites Transformers Can Achieve Length Generalization But Not Robustly.

Transformers Struggle to Learn to Search Transformers Can Achieve Length Generalization But Not Robustly

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.546715Z

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Observation 32f652f6-3e09-4452-9d40-62d422537df7 · outbound

This paper cites write newline.

Transformers Struggle to Learn to Search write newline

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.574757Z

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Observation 2b860569-a968-4e93-87cb-8fc35f612c36 · outbound

This paper cites @esa (Ref.

Transformers Struggle to Learn to Search @esa (Ref

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.634762Z

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Observation e769fb05-7b93-4f7c-8bc3-339ee432b330 · outbound

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Transformers Struggle to Learn to Search Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.676295Z

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Observation fc4baed3-7ea8-419d-ab76-cb9d33ba0d55 · outbound

This paper cites an unresolved cited work.

Transformers Struggle to Learn to Search Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T21:23:19.683563Z

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Pith citing papers

Observation d4f6cb72-df3d-437e-b23b-b124e62a1508 · inbound

Learning Model Successors cites this paper.

Learning Model Successors Transformers Struggle to Learn to Search

Reference 140

Resolution: unresolved; no resolver link, observed 2026-08-09T19:58:59.001963Z

Source-reported events for the cited work

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Observation 7ec384c1-1725-47de-93dc-1d0d5b419856 · inbound

Deep sequence models tend to memorize geometrically; it is unclear why cites this paper.

Deep sequence models tend to memorize geometrically; it is unclear why Transformers Struggle to Learn to Search

Reference 156

Resolution: verified exact; arxiv_id, observed 2026-05-21T20:40:36.248925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d7c55bfe-74ec-4d1e-81ca-04faee1eca52 · inbound

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR cites this paper.

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR Transformers Struggle to Learn to Search

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:30:01.550549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a3fe979f-3292-456c-9016-47fbe5b3efea · inbound

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR cites this paper.

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR Transformers Struggle to Learn to Search

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:54:40.469233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.