Paper Citation Record · LEDGER

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2505.21807.

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

pith.paper-citation-record.v1
2505.21807 v3

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:28:16.376705Z

measured 24 of 24 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T01:00:20.188501Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T01:03:52.974558Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy3
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 67ebc78c-812f-4a5a-80a8-167ec2173dfc · outbound

This paper cites write newline.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:14.758621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6637bb00-23f8-422d-98d2-244a4cfab3d4 · outbound

This paper cites an unresolved cited work.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:14.794096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a575add1-e598-44c2-8acf-2e66c5eeb65c · outbound

This paper cites Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:14.856079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f68e0f4b-5159-4aaa-bef8-2446acfee106 · outbound

This paper cites and Guestrin, C.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction and Guestrin, C

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:14.954408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5259592e-712d-4796-80e0-671d68ee98ab · outbound

This paper cites Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.052407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 399ebd02-c33d-47bf-a18a-8e187f0efc6b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.102693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57d415f-f614-4c46-b9ea-d6760f930bbd · outbound

This paper cites Tabllm: Few-shot classification of tabular data with large language models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Tabllm: Few-shot classification of tabular data with large language models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:17.691125Z

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 4bf0e395-383c-4345-8ffd-c4dd3a78a5fe · outbound

This paper cites TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.224424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7934dd3-8970-43c0-8654-5d4b1d650cab · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Understanding R1-Zero-Like Training: A Critical Perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.284557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f99ef11-bd9d-4a9a-a269-ad88ac9f2fef · outbound

This paper cites V., and Gulin, A.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction V., and Gulin, A

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.405513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87c9bb99-18d5-4410-9751-86c9c67e88e9 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.468111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dfd7df8-5fe9-436a-aef2-fc91d025cbbf · outbound

This paper cites Internlm: A multilingual language model with progressively enhanced capabilities, 2023.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Internlm: A multilingual language model with progressively enhanced capabilities, 2023

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:17.559929Z

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 59ec7cee-afdd-4f50-98d6-5eca0d83f101 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.635413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f167191e-7194-44be-8779-59bf35bf3526 · outbound

This paper cites PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.714435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e348af-212e-4527-9e55-a78c83a80c8c · outbound

This paper cites Finben: A holistic financial benchmark for large language models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Finben: A holistic financial benchmark for large language models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:17.455237Z

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 e14fc1bb-aacd-4ba5-b430-0c3619ee219a · outbound

This paper cites Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.840032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 975ca27e-2955-4ea8-893a-f84fb62f263a · outbound

This paper cites Qwen2.5 Technical Report.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Qwen2.5 Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.899698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf08bb14-af00-4109-946a-604d779d0428 · outbound

This paper cites an unresolved cited work.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.967316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 439c16f2-18e1-464f-ae36-cfc2e2a91b35 · outbound

This paper cites Unlock the Potential of Large Language Models for Predictive Tabular Tasks in Data Science with Table-Specific Pretraining.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Unlock the Potential of Large Language Models for Predictive Tabular Tasks in Data Science with Table-Specific Pretraining

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:16.085912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e7ea4d3-aec2-45f0-9b08-0eee4a7e36ff · outbound

This paper cites FinPT: Financial Risk Prediction with Profile Tuning on Pretrained Foundation Models.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction FinPT: Financial Risk Prediction with Profile Tuning on Pretrained Foundation Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:16.177241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89a3db25-1141-493b-a92f-89c2556b3b23 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:16.275086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7796305-d4ec-482e-92d7-f7e95febf561 · outbound

This paper cites TableLlama: Towards Open Large Generalist Models for Tables.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction TableLlama: Towards Open Large Generalist Models for Tables

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:16.376705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c7e870ff-8736-439a-bab3-6b7b52271f45 · inbound

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold cites this paper.

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:00:29.071651Z

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 4931542a-8d17-4be6-bf27-252016c1dec1 · inbound

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold cites this paper.

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-21T01:03:52.976620Z

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.