Paper Citation Record · LEDGER

Faith and Fate: Limits of Transformers on Compositionality

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2305.18654.

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

pith.paper-citation-record.v1
2305.18654 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:38:21.915246Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

71
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 92374c81-06b7-4ca7-8940-d4c01239639b · inbound

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code cites this paper.

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code Faith and Fate: Limits of Transformers on Compositionality

Reference 95

Resolution: verified exact; arxiv_id, observed 2026-05-10T17:34:43.090998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1d2301e8-1cc2-473d-af8f-0b56a847810c · inbound

Beyond Exponential Decay: Rethinking Error Accumulation in Large Language Models cites this paper.

Beyond Exponential Decay: Rethinking Error Accumulation in Large Language Models Faith and Fate: Limits of Transformers on Compositionality

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:12:24.035961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 22ea384b-7ed0-4a07-b4f6-d3cc98fd1120 · inbound

Embodied Spatial Intelligence: from Implicit Scene Modeling to Spatial Reasoning cites this paper.

Embodied Spatial Intelligence: from Implicit Scene Modeling to Spatial Reasoning Faith and Fate: Limits of Transformers on Compositionality

Reference 275

Resolution: unresolved; no resolver link, observed 2026-08-05T13:38:21.915246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec3ef55-d2ff-4602-952c-88f56ec06ae7 · inbound

Unveiling the Mechanisms of Multi-Hop Reasoning in Transformers via Identity Bridge cites this paper.

Unveiling the Mechanisms of Multi-Hop Reasoning in Transformers via Identity Bridge Faith and Fate: Limits of Transformers on Compositionality

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T13:54:14.085389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ac0f35-4b6e-4d58-bba6-3dd99b91c10b · inbound

How Do Language Models Compose Functions? cites this paper.

How Do Language Models Compose Functions? Faith and Fate: Limits of Transformers on Compositionality

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T11:06:17.578528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 23839b93-efb6-421c-8eb6-1890e481fee0 · inbound

When Should Users Check? Modeling Confirmation Frequency inMulti-Step Agentic AI Tasks cites this paper.

When Should Users Check? Modeling Confirmation Frequency inMulti-Step Agentic AI Tasks Faith and Fate: Limits of Transformers on Compositionality

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:01:08.934111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f167b726-4cde-42d4-9381-5899cca5d235 · inbound

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence cites this paper.

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence Faith and Fate: Limits of Transformers on Compositionality

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:00:34.077932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6953938e-9ac9-487b-93c1-1940739a8e6d · inbound

Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks cites this paper.

Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks Faith and Fate: Limits of Transformers on Compositionality

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T08:39:44.575582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9530f4a8-1c49-43f5-8cc1-b90169b01c69 · inbound

CausalFlip: A Benchmark for LLM Causal Judgment Beyond Semantic Matching cites this paper.

CausalFlip: A Benchmark for LLM Causal Judgment Beyond Semantic Matching Faith and Fate: Limits of Transformers on Compositionality

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T21:28:27.829113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51429e22-b983-4c15-af55-70c72469f8ac · inbound

Training Transformers as a Universal Computer cites this paper.

Training Transformers as a Universal Computer Faith and Fate: Limits of Transformers on Compositionality

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T23:36:39.133980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a77ef9a6-7aa6-400d-a8be-ec3718a0ed14 · inbound

Proper Scoring Rules for Agentic Uncertainty Quantification cites this paper.

Proper Scoring Rules for Agentic Uncertainty Quantification Faith and Fate: Limits of Transformers on Compositionality

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:04:40.109236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bfc6c434-96c6-455d-b083-106d5e05a51a · inbound

Arithmetic Pedagogy for Language Models cites this paper.

Arithmetic Pedagogy for Language Models Faith and Fate: Limits of Transformers on Compositionality

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:46:46.568762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation de3ab704-5574-480b-9788-ec870d5d8639 · inbound

Handling Feature Heterogeneity with Learnable Graph Patches cites this paper.

Handling Feature Heterogeneity with Learnable Graph Patches Faith and Fate: Limits of Transformers on Compositionality

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.282485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cd90e307-3bf6-4b6f-b2ee-69fadf09ae21 · inbound

A Verifiable Search Is Not a Learnable Chain-of-Thought cites this paper.

A Verifiable Search Is Not a Learnable Chain-of-Thought Faith and Fate: Limits of Transformers on Compositionality

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T07:49:39.766603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e732c12b-d2f3-4337-acd5-e5c71cf7a908 · inbound

Game Theory Driven Multi-Agent Framework Mitigates Language Model Hallucination cites this paper.

Game Theory Driven Multi-Agent Framework Mitigates Language Model Hallucination Faith and Fate: Limits of Transformers on Compositionality

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-10T08:06:57.894721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a25bade9-0b52-4fff-9af8-7e146a28eece · inbound

Confidently Wrong: Exception Chain Collapse in Frontier LLM Rule Evaluation cites this paper.

Confidently Wrong: Exception Chain Collapse in Frontier LLM Rule Evaluation Faith and Fate: Limits of Transformers on Compositionality

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-07-30T23:41:20.006383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.