Paper Citation Record · LEDGER

Transformers as Soft Reasoners over Language

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2002.05867.

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

pith.paper-citation-record.v1
2002.05867 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:35:55.046610Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:59:33.537578Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8c2e10b2-72be-4269-abf7-51451dbe5732 · inbound

Leveraging Large Language Models for Bengali Math Word Problem Solving with Chain of Thought Reasoning cites this paper.

Leveraging Large Language Models for Bengali Math Word Problem Solving with Chain of Thought Reasoning Transformers as Soft Reasoners over Language

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:35:55.046610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a4929f-3690-4f86-a960-6ba499652381 · inbound

Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training cites this paper.

Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training Transformers as Soft Reasoners over Language

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:55:41.136542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9ed9426-ff35-4a6b-b4e4-76b6970e3566 · inbound

Is Large Language Model Performance on Reasoning Tasks Impacted by Different Ways Questions Are Asked? cites this paper.

Is Large Language Model Performance on Reasoning Tasks Impacted by Different Ways Questions Are Asked? Transformers as Soft Reasoners over Language

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:57:03.058961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 112a0945-6e0c-4904-8e96-5c04b0a4ba90 · inbound

Rule2Text: Natural Language Explanation of Logical Rules in Knowledge Graphs cites this paper.

Rule2Text: Natural Language Explanation of Logical Rules in Knowledge Graphs Transformers as Soft Reasoners over Language

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T10:28:53.919976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 706bda38-62b7-46a5-be51-9ba990dc7905 · inbound

Rule2Text: A Framework for Generating and Evaluating Natural Language Explanations of Knowledge Graph Rules cites this paper.

Rule2Text: A Framework for Generating and Evaluating Natural Language Explanations of Knowledge Graph Rules Transformers as Soft Reasoners over Language

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T20:19:15.385630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e1d43cc-a800-41fa-9bd3-ba158b18055a · inbound

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL cites this paper.

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL Transformers as Soft Reasoners over Language

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T04:42:05.511121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9511db9-9401-484f-8581-dd4b6958feda · inbound

DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning cites this paper.

DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Transformers as Soft Reasoners over Language

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:20:34.364687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 698f097d-da28-443e-8620-266a3ba28855 · inbound

DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning cites this paper.

DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Transformers as Soft Reasoners over Language

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-04T00:11:50.690974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f59aec0-0795-41ac-a720-831ae5cd7462 · inbound

HyperLens: Quantifying Cognitive Effort in LLMs with Fine-grained Confidence Trajectory cites this paper.

HyperLens: Quantifying Cognitive Effort in LLMs with Fine-grained Confidence Trajectory Transformers as Soft Reasoners over Language

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:36:10.457473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c806ffc1-c3cd-4a7e-8736-71245744a9ee · inbound

Forecasting Future Behavior as a Learning Task cites this paper.

Forecasting Future Behavior as a Learning Task Transformers as Soft Reasoners over Language

Reference 165

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T06:07:41.331631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2f418f3-e69c-4c81-b0c8-ad847f92cfa6 · inbound

QMFOL: Benchmarking Large Language Model Reasoning via Quantifiable Monadic First-Order Logic Test Case Generation cites this paper.

QMFOL: Benchmarking Large Language Model Reasoning via Quantifiable Monadic First-Order Logic Test Case Generation Transformers as Soft Reasoners over Language

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:59:33.540846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.