Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 47 inbound Pith citation observations for arXiv:2209.14610.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:24:08.397621Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-05T17:41:17.457873Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation ed20a350-dee8-46d9-af3b-1970e308611a · inbound
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 78cad326-9ff8-4673-99e7-855a21908352 · inbound
Multimodal Chain-of-Thought Reasoning in Language Models Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1030b891-771b-4678-b98c-b8c96b3c4b84 · inbound
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 91e0f16f-d3b7-4386-98bc-8395f3a1f7f8 · inbound
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 728c5717-d3d1-43d0-b4dd-8ebdd0893478 · inbound
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 19f63a1e-4256-4725-8fb2-444834dd1666 · inbound
Can ChatGPT Overcome Behavioral Biases in the Financial Sector? Classify-and-Rethink: Multi-Step Zero-Shot Reasoning in the Gold Investment Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1967235b-fc79-49f4-bb7a-73e95f8b9a92 · inbound
LLaSA: Large Language and Structured Data Assistant Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e228ef7e-5dc0-4e3c-b8d8-009d12d57122 · inbound
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 166
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7eaa812c-b129-4d95-9dda-f3f94b1b37af · inbound
PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f716cc29-6023-4004-ac70-5c53ffd6d5bd · inbound
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 602a996e-fd75-43f3-ae7e-7f3003a15456 · inbound
Valley2: Exploring Multimodal Models with Scalable Vision-Language Design Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a9aab9-bf2a-4992-bba8-1c11427c7e97 · inbound
CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 219b968c-698f-47ae-aa01-efe93dbd34e2 · inbound
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 691127aa-01a8-4bd5-975d-89fc8eb190a5 · inbound
What Really Matters for Table LLMs? A Meta-Evaluation of Model and Data Effects Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 261cf6af-5fae-4493-a957-9e769eec7bf1 · inbound
Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1d1e027-957c-42bf-94e0-f94604204e11 · inbound
TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c46353c7-91bd-440e-9d6e-04019cfad104 · inbound
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f6784cd3-7111-4c36-9b89-9954220371a4 · inbound
FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e44e2bb2-2481-4e40-a0b9-7802a9de8efe · inbound
Texts or Images? A Fine-grained Analysis on the Effectiveness of Input Representations and Models for Table Question Answering Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 563f274e-f6b0-4a07-967c-6cc9a724897b · inbound
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 779f9fba-6b85-4f38-a0b7-12883815d016 · inbound
MMTABREAL: Real-World Benchmark for Multimodal Table Understanding Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c06c8f85-6815-4e2f-a344-637fcd7bc9a1 · inbound
Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f10de56-a0b1-4c17-ae11-78cfbcbc2cd5 · inbound
Multimodal Tabular Reasoning with Privileged Structured Information Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f30c604-bac2-41b0-9774-f0e2832b62cd · inbound
CoMemo: LVLMs Need Image Context with Image Memory Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d29d96b1-1b6e-4443-a13f-25d9904f8dcb · inbound
MarginSel : Max-Margin Demonstration Selection for LLMs Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c1c7cfb-783d-4f56-a472-3b1a2373e1b6 · inbound
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ca9bdcc-28dc-4284-918d-cdca4ea567c6 · inbound
Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8b413f7-7d5a-45e3-8655-2a7e0c828785 · inbound
Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 319aec87-0af3-4f86-bfe8-be9ab2818488 · inbound
MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ae840bb-6856-43d5-b93b-3e4b89998ffd · inbound
A Compute-Matched Re-Evaluation of TroVE on MATH Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96109899-f9ff-431b-b58f-a0ed11b218ed · inbound
Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6f8beef-a452-4e5f-8a3f-d6c6b9153366 · inbound
TableMind: An Autonomous Programmatic Agent for Tool-Augmented Table Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13894834-534b-453e-8427-7c16af940138 · inbound
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5e68657e-cbf9-4d1b-8731-2699fe041a04 · inbound
From Implicit to Explicit: Token-Efficient Logical Supervision for Mathematical Reasoning in LLMs Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0f778b08-1513-4b56-9814-1927e1be69d3 · inbound
From Meta-Thought to Execution: Cognitively Aligned Post-Training for Generalizable and Reliable LLM Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fbc24ed-2b5b-41c0-9fa1-275302ea34a7 · inbound
PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fd8fad2-2019-49a6-9e9d-17cf251d7597 · inbound
Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e873eadc-c41f-4092-8528-5a7a74e87e95 · inbound
V-tableR1: Process-Supervised Multimodal Table Reasoning with Critic-Guided Policy Optimization Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4cb5e9e7-0f80-4054-90b7-8b11f5b14ca7 · inbound
WildTableBench: Benchmarking Multimodal Foundation Models on Table Understanding In the Wild Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 60c70ffd-6c9f-4b66-9502-b67ca9d6ef01 · inbound
WildTableBench: Benchmarking Multimodal Foundation Models on Table Understanding In the Wild Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b26d3fdd-c3ec-4262-a7b3-20a15995e983 · inbound
ZAYA1-VL-8B Technical Report Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 163
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9d902a10-81d4-448a-89b2-3ffd33bc34d9 · inbound
Zamba2-VL Technical Report Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 123
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 03258f5a-a419-4f52-962e-1e01d6164398 · inbound
On the Generalization Gap in Self-Evolving Language Model Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 383af810-4417-49a0-baf6-34ad11371b6c · inbound
Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2d89b93a-b6d1-4900-a27c-3c96111fac85 · inbound
From Context-Aware to Conflict-Aware: Generalizing Contrastive Decoding for Knowledge Conflict in LLMs Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9cff557a-1171-4ee2-80d1-1f1ba5084f87 · inbound
MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bf856bad-8392-4af0-9dc4-fc151234e38d · inbound
Adapting Generalist Robot Policies with Semantic Reinforcement Learning Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.