Paper Citation Record · LEDGER

MACD: Model-Aware Contrastive Decoding via Counterfactual Data

As of 13 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2602.01740.

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

pith.paper-citation-record.v1
2602.01740 v3

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:37:29.952362Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:17:39.344348Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T10:51:03.610602Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af9e9179-3b34-4af4-a2ac-eb26f530e962 · outbound

This paper cites Damro: Dive into the attention mechanism of lvlm to reduce object hallucination.arXiv preprint arXiv:2410.04514,.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Damro: Dive into the attention mechanism of lvlm to reduce object hallucination.arXiv preprint arXiv:2410.04514,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.096711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 797f7aa0-731a-421e-ae2a-d9c5187a81a9 · outbound

This paper cites Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.169972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b139fa-b9e0-48a6-97e7-b332dbb25780 · outbound

This paper cites YOLOv11: An Overview of the Key Architectural Enhancements.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data YOLOv11: An Overview of the Key Architectural Enhancements

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.256303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb7b33c-b41d-463c-9269-b787fc946bb9 · outbound

This paper cites Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.363858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2bc5a31-618c-4abc-8d72-dadd4aa3adc8 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Evaluating Object Hallucination in Large Vision-Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.469609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa2dc33-9505-4445-8ea2-77467f9fc032 · outbound

This paper cites Object Hallucination in Image Captioning.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Object Hallucination in Image Captioning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.544825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ea176a1-020f-4907-91d4-50609f09ded9 · outbound

This paper cites An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text Generation.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.765559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75ca165-8fb2-4aa1-98a9-bd7b62bc27ad · outbound

This paper cites Confidence improves self- consistency in llms.arXiv preprint arXiv:2502.06233,.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Confidence improves self- consistency in llms.arXiv preprint arXiv:2502.06233,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.844913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ee6d0a9-ff9b-4cb3-b566-c88cf3028c14 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.955795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30828a76-7c02-47bb-89ce-4041f6dd14e9 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.031583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38fabbc7-a587-40f1-8b8b-86dba63251cf · outbound

This paper cites Mitigating llm hallucination via behaviorally calibrated reinforce- ment learning.arXiv preprint arXiv:2512.19920,.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Mitigating llm hallucination via behaviorally calibrated reinforce- ment learning.arXiv preprint arXiv:2512.19920,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.081699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aa59177-da2c-4e77-8e76-bf422cd94ba3 · outbound

This paper cites Qwen3 Technical Report.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Qwen3 Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.104806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0ca548d-ec27-43c8-b435-62e42b873610 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.273874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f3cda48-7a45-49f4-bd18-f3c36c6d2bd1 · outbound

This paper cites Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625– 5644, 2024a.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625– 5644, 2024a

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.413572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8beedc85-b877-4102-b49f-6310164c2c0a · outbound

This paper cites OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.565878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad5c86b1-b7f3-4fad-95ad-93e754f58469 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.790699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9450d4c-f236-40a8-841f-f00f18612ecc · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:29.952362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68c88e79-8627-481a-aee5-6df93457af47 · outbound

This paper cites Regular- ized contrastive decoding with hard negative samples for llm hallucination mitigation.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Regular- ized contrastive decoding with hard negative samples for llm hallucination mitigation

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.656579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b9c534-8c93-4a26-a4fc-789d4fd9c319 · outbound

This paper cites Qwen Technical Report.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Qwen Technical Report

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:27.589493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 914a1ae8-61e1-4ea0-a1c3-4c7b446a12a5 · outbound

This paper cites Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:27.732642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec9448b6-1428-4080-961b-2599165ca436 · outbound

This paper cites DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:28.024127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a3578c7-5d08-4f93-bff2-dd3e356717b2 · outbound

This paper cites Integrative Decoding: Improve Factuality via Implicit Self-consistency.

MACD: Model-Aware Contrastive Decoding via Counterfactual Data Integrative Decoding: Improve Factuality via Implicit Self-consistency

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T05:37:27.907137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f0ffe181-c90a-4845-8004-85fe8dfc07d2 · inbound

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation cites this paper.

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation MACD: Model-Aware Contrastive Decoding via Counterfactual Data

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-08T02:04:45.760376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.