Pith. sign in

Paper Citation Record · LEDGER

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization

As of 6 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 0 inbound Pith citation observations for arXiv:2605.27906.

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

pith.paper-citation-record.v1
2605.27906 v1

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T13:04:51.650603Z

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

8 of 8 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17a79281-f727-4d7b-a5c9-23ba996e2894 · outbound

This paper cites Qwen3-VL Technical Report.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization Qwen3-VL Technical Report

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T13:13:27.585375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:ae3cd9700daeb402099ee74155f2161f8264804532afa61177ee70f9a37fd330

Observation c6463728-f824-4ffb-bfa3-cbe865f2f73b · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization Hallucination of Multimodal Large Language Models: A Survey

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T13:13:27.588046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:47edb5b4ae54eefdf44e565e035fbcb2f40f85de71999346ace42c0aaee68061

Observation 9cb1fd53-e569-4383-a948-1ccdd6d28e2d · outbound

This paper cites A Survey on Hallucination in Large Vision-Language Models.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization A Survey on Hallucination in Large Vision-Language Models

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T13:13:27.596270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:c835e56da7b3b40ecb009f2fdb714e559b440baf4500bbda45549774023d0276

Observation 8db8049f-d419-4e2e-adfa-ca016eea7b48 · outbound

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

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 4

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T13:13:27.593584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:c2d3281706ddecafd9024e2db0c44f2e8d608b2156cf7675200fc466d241c929

Observation d54d5c78-c68b-4781-a9d7-9ba3ae39ae2d · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization Multimodal Chain-of-Thought Reasoning in Language Models

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T13:13:27.582435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:0b0f79bf39fda8ebaa660dbfcf13dcdbfeaedba1ca519f947c9cbbc95aaa9fec

Observation b311715a-7daf-4032-87ac-d51bb016508f · outbound

This paper cites It contains chal- lenging image-question pairs that require models to generate visually grounded answers rather than re- lying on language priors.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization It contains chal- lenging image-question pairs that require models to generate visually grounded answers rather than re- lying on language priors

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-29T13:13:27.590831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:2f7ee5e3ae58d0449e969bbec67e0e7a066ec1e495337d7847cb285864a72de6

Observation 9299cafa-c3e8-480e-897f-de018ce898a8 · outbound

This paper cites an unresolved cited work.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-29T13:04:51.650603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:e3daae8052b595f5f8f25b19d3bb76bea6a9dc646e6bf25acf13dbbf3bf10de8

Observation 233e0eb8-19cc-4f83-a2b5-fa9de2707cc6 · outbound

This paper cites RLAIF-V:.

Reasoning Matters: Mitigate Hallucination in Multimodal Large Reasoning Models via Reasoning-Conditioned Preference Optimization RLAIF-V:

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-29T13:04:51.650603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T13:04:51.650603Z digest=sha256:05420f30ba640840e8d16b917c24a2c312eb6de8db96eeabf1111a29083374be

Pith citing papers

No inbound Pith citation observations are available.