Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution | Paper Citation Record

Observation 8fde84bd-64a8-4b36-b32d-b32833f0f98c · outbound

This paper cites GPT-4 Technical Report.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution GPT-4 Technical Report

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-15T05:59:49.149788Z

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Observation 372ce286-d7bb-4a63-aee9-4b8867124722 · outbound

This paper cites Mitigating object hallucinations in large vision-language models with assembly of global and local attention.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Mitigating object hallucinations in large vision-language models with assembly of global and local attention

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.977022Z

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Observation 86170aa0-44a1-484c-9292-2b01d6be3c19 · outbound

This paper cites Qwen2.5-vl technical report.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Qwen2.5-vl technical report

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.980892Z

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This paper cites Mask what matters: Mitigating object hallucinations in multimodal large language models with object-aligned visual contrastive decoding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Mask what matters: Mitigating object hallucinations in multimodal large language models with object-aligned visual contrastive decoding

Reference 4

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This paper cites Ict: Image-object cross-level trusted intervention for mitigating object hallucination in large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Ict: Image-object cross-level trusted intervention for mitigating object hallucination in large vision-language models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.053895Z

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Observation 42e71798-99bc-4e38-8c4b-7f3a91f3f358 · outbound

This paper cites Glass, and Pengcheng He.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Glass, and Pengcheng He

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.046409Z

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Observation b5246f42-f168-4a37-989f-b26bee076a8b · outbound

This paper cites MaskCD: Mitigating LVLM hallucinations by image head masked contrastive decoding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution MaskCD: Mitigating LVLM hallucinations by image head masked contrastive decoding

Reference 7

Resolution: verified exact; doi, observed 2026-05-15T05:59:48.040361Z

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Observation 92b333be-c198-471d-b670-5c2cd6307093 · outbound

This paper cites Multi-modal hallucination control by visual information grounding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Multi-modal hallucination control by visual information grounding

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.083189Z

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Observation 38082955-5c0d-4c48-9b34-6af0ea0272d6 · outbound

This paper cites Detecting and preventing hallucinations in large vision language models.Proceedings of the AAAI Conference on Artificial Intelligence, 38(16): 18135–18143.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Detecting and preventing hallucinations in large vision language models.Proceedings of the AAAI Conference on Artificial Intelligence, 38(16): 18135–18143

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.090698Z

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Observation 3a089d71-3616-45ec-a1a7-3a62f378c737 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transac- tions on Information Systems, 43(2):1–55.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transac- tions on Information Systems, 43(2):1–55

Reference 10

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Observation ed6d57ae-9690-451c-b647-8701746eb152 · outbound

This paper cites Opera: Alleviating hallucination in multi-modal large language models via over-trust penalty and retrospection-allocation.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Opera: Alleviating hallucination in multi-modal large language models via over-trust penalty and retrospection-allocation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.087026Z

Source-reported events for the cited work

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Observation 793047f6-5b60-46cc-b928-41d6f5b43e86 · outbound

This paper cites Gqa: A new dataset for real-world visual reasoning and compositional question answering.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Gqa: A new dataset for real-world visual reasoning and compositional question answering

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.071651Z

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Observation e4e0137f-a814-4cb4-84f1-cd0d21149506 · outbound

This paper cites Self-introspective decoding: Alleviating hallucinations for large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Self-introspective decoding: Alleviating hallucinations for large vision-language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.989034Z

Source-reported events for the cited work

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Observation 0d6d0152-f5f1-4f7c-bbc8-2dd1253b6ec8 · outbound

This paper cites Hallucination augmented contrastive learning for multimodal large language model.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Hallucination augmented contrastive learning for multimodal large language model

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.057563Z

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Observation 56a0e8bc-1fce-4572-8623-b17380ebc11e · outbound

This paper cites Freeman, Frédo Durand, Eli Shechtman, and Xun Huang.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Freeman, Frédo Durand, Eli Shechtman, and Xun Huang

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T05:59:48.036186Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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This paper cites Code: Contrasting self-generated description to combat hallucination in large multi-modal models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Code: Contrasting self-generated description to combat hallucination in large multi-modal models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.064422Z

Source-reported events for the cited work

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Observation 11a1159c-56f0-4d70-b52a-e86db4ec8a44 · outbound

This paper cites Vlind-bench: Measuring language priors in large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Vlind-bench: Measuring language priors in large vision-language models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.068090Z

Source-reported events for the cited work

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Observation 905bb874-9e29-4781-80a2-cf0fc05d2767 · outbound

This paper cites Mitigating object hallucinations in large vision-language models through visual contrastive decoding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Mitigating object hallucinations in large vision-language models through visual contrastive decoding

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.022805Z

Source-reported events for the cited work

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Observation 0b76ad89-457e-4828-aada-f4e1ff922137 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.015717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c7b5524b-2ce6-482d-bbb7-0b522244160a · outbound

This paper cites Contrastive decoding: Open-ended text generation as optimization.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Contrastive decoding: Open-ended text generation as optimization

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.039855Z

Source-reported events for the cited work

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Observation f0bdf05a-6154-4584-91a8-2d895ccd48f0 · outbound

This paper cites Evaluating object hallucination in large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Evaluating object hallucination in large vision-language models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.033273Z

Source-reported events for the cited work

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Observation c0ad3aed-e5d8-458d-bd2f-7e1b8ff5a93f · outbound

This paper cites Microsoft coco: Common objects in context.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Microsoft coco: Common objects in context

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.001878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d561e391-0c3e-4372-adcc-b7b98a630722 · outbound

This paper cites Multi-frequency contrastive decod- ing: Alleviating hallucinations for large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Multi-frequency contrastive decod- ing: Alleviating hallucinations for large vision-language models

Reference 23

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99415e03-0d3d-46f6-8e49-f04a560cc5c1 · outbound

This paper cites Improved baselines with visual instruction tuning.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Improved baselines with visual instruction tuning

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.102963Z

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Observation 92fc5fff-64d0-49dc-926a-4c83f391758f · outbound

This paper cites Springer Nature Switzerland.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Springer Nature Switzerland

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.094383Z

Source-reported events for the cited work

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Observation 04801231-750d-48d3-bfca-5ae2dd43f604 · outbound

This paper cites Locating and editing factual associations in gpt.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Locating and editing factual associations in gpt

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.111514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91397ef3-442c-49c1-b64f-5436777b9c25 · outbound

This paper cites Object hallucination in image captioning.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Object hallucination in image captioning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.098334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8cd978b2-0249-45ff-b986-1d78c6546257 · outbound

This paper cites A-okvqa: A benchmark for visual question answering using world knowledge.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution A-okvqa: A benchmark for visual question answering using world knowledge

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.984905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d2956773-7e05-433f-b682-7e1bf7208944 · outbound

This paper cites Aligning large multimodal models with factually augmented rlhf.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Aligning large multimodal models with factually augmented rlhf

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.997659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bef3242d-d01f-4781-bd6c-4d7db0f5744b · outbound

This paper cites an unresolved cited work.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Unresolved cited work

Reference 30

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Observation e32f5291-ed43-41b5-84f2-76fc4ae2d662 · outbound

This paper cites Mitigating hallucination in multimodal llms with layer contrastive decoding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Mitigating hallucination in multimodal llms with layer contrastive decoding

Reference 31

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Observation d068ea7a-0b3f-436a-9605-081d28cf0008 · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.075555Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e017aa11-e022-49e5-bec0-cb3184cf3666 · outbound

This paper cites Llama: Open and efficient foundation language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Llama: Open and efficient foundation language models

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0d525a5e-356a-467d-9698-0300d56b8dee · outbound

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

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 931bfdd2-2ff3-42db-8e47-91e89617f28e · outbound

This paper cites Only: One-layer intervention sufficiently mitigates hallucinations in large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Only: One-layer intervention sufficiently mitigates hallucinations in large vision-language models

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0ee329a-0924-4614-aa4c-eddd91b5e93a · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 438fde01-2714-4ab1-88f7-38ce2ae2a238 · outbound

This paper cites Mitigating hallucinations in large vision-language models with instruction contrastive decoding.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Mitigating hallucinations in large vision-language models with instruction contrastive decoding

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.107036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a76dbedf-df10-4528-94a8-07eb143f9e70 · outbound

This paper cites Don’t miss the forest for the trees: Attentional vision calibration for large vision language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Don’t miss the forest for the trees: Attentional vision calibration for large vision language models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.036533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d8aa14f4-3d1e-4fb1-9812-cd168f09d051 · outbound

This paper cites mplug-owi2: Revolutionizing multi-modal large language model with modality collaboration.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution mplug-owi2: Revolutionizing multi-modal large language model with modality collaboration

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.060990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 52a44a7e-5ad5-4eba-916f-39cfc73933cd · outbound

This paper cites Lifting the veil on visual information flow in mllms: Unlocking pathways to faster inference.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Lifting the veil on visual information flow in mllms: Unlocking pathways to faster inference

Reference 40

Resolution: verified exact; doi, observed 2026-05-15T05:59:48.045328Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 45551614-827e-41c7-bf76-74ebcf2480f1 · outbound

This paper cites an unresolved cited work.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-05-15T06:00:05.959249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 720070bd-78d0-4a81-a52c-0d61b7f06571 · outbound

This paper cites Woodpecker: hallucination correction for multimodal large language models.Science China Information Sciences, 67(12).

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Woodpecker: hallucination correction for multimodal large language models.Science China Information Sciences, 67(12)

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.019179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cd6f5091-68c7-4876-829b-36a7e97f66ee · outbound

This paper cites Hallucidoctor: Mitigating hallucinatory toxicity in visual instruction data.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Hallucidoctor: Mitigating hallucinatory toxicity in visual instruction data

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.972164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 45d20b39-afa1-4030-87e0-bedb1bf03f4c · outbound

This paper cites Rlhf-v: Towards trustworthy mllms via behavior alignment from fine-grained correctional human feedback.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Rlhf-v: Towards trustworthy mllms via behavior alignment from fine-grained correctional human feedback

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:06.011369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4f4d6c47-b2c6-4965-8a35-c414764ed6f6 · outbound

This paper cites Less is more: Mitigating multimodal hallucination from an eos decision perspective.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Less is more: Mitigating multimodal hallucination from an eos decision perspective

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.963433Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91bc3467-0a54-440b-a602-60cfb7896f70 · outbound

This paper cites Springer Nature Switzerland.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Springer Nature Switzerland

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T06:00:05.967744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation abdcaf09-915c-4772-a40b-505608d315ec · outbound

This paper cites Investigating and mitigating the multimodal hallucination snowballing in large vision-language models.

Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution Investigating and mitigating the multimodal hallucination snowballing in large vision-language models

Reference 47

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Reference resolution

Outbound references

Pith citing papers