Paper Citation Record · LEDGER

CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2309.02301.

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

pith.paper-citation-record.v1
2309.02301 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:03:21.475936Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T14:39:58.391737Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 230c02e5-3d41-4bbf-ad80-13f5c720ccad · inbound

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

Hallucination of Multimodal Large Language Models: A Survey CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.792243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f899b9f7-38a3-4561-98ed-0208489d5045 · inbound

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding cites this paper.

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:21.475936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f844add-5e84-4dbf-966b-b0ddcb69709e · inbound

Causal-LLaVA: Causal Disentanglement for Mitigating Hallucination in Multimodal Large Language Models cites this paper.

Causal-LLaVA: Causal Disentanglement for Mitigating Hallucination in Multimodal Large Language Models CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:17:59.471288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b48fdc-9398-45be-8cdf-acb5b6892294 · inbound

ARGUS: Hallucination and Omission Evaluation in Video-LLMs cites this paper.

ARGUS: Hallucination and Omission Evaluation in Video-LLMs CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:41:39.656753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff9ea26-f393-4506-9922-25216861501e · inbound

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? cites this paper.

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:32.651474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 313a8a5a-cc49-49d1-84b8-aae4d0b4adfb · inbound

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models cites this paper.

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:24.896862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dfbe25d-5ee1-405b-b99a-92ed1e54287d · inbound

ChartCap: Mitigating Hallucination of Dense Chart Captioning cites this paper.

ChartCap: Mitigating Hallucination of Dense Chart Captioning CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T04:43:34.779761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 380c280c-f32d-44f3-851e-7e77df6526fc · inbound

Adaptive Sparse Softmax: An Effective and Efficient Softmax Variant cites this paper.

Adaptive Sparse Softmax: An Effective and Efficient Softmax Variant CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T04:41:37.948540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd2758d-9be4-4bea-959a-d49958327050 · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T20:28:48.314931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa5f818a-cb16-4e0f-8c93-848fb03286a4 · inbound

Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? cites this paper.

Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T10:16:51.140655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d2938b5-a067-4e67-9e0a-5696831d646c · inbound

VOPE: Revisiting Hallucination of Vision-Language Models in Voluntary Imagination Task cites this paper.

VOPE: Revisiting Hallucination of Vision-Language Models in Voluntary Imagination Task CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T21:51:15.440203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c83fac06-1a38-4db6-b56a-e616948c8927 · inbound

SVHalluc: Benchmarking Speech-Vision Hallucination in Audio-Visual Large Language Models cites this paper.

SVHalluc: Benchmarking Speech-Vision Hallucination in Audio-Visual Large Language Models CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T21:46:15.344246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ce8b7d9-376f-4e56-a1d4-fbdcb096086b · inbound

Preference Optimization Drives Monoculture in LLM Prediction Markets cites this paper.

Preference Optimization Drives Monoculture in LLM Prediction Markets CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-04T14:39:58.393549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 579f9269-6c23-45ae-8609-3eb0d169938f · inbound

Contextualized Evaluation of Vision Language Models through Dynamic, Multi-turn Interactions cites this paper.

Contextualized Evaluation of Vision Language Models through Dynamic, Multi-turn Interactions CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T01:57:59.946476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9c67830-8d0a-48a9-95ae-b72e83407b43 · inbound

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs cites this paper.

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning

Reference 279

Resolution: unresolved; no resolver link, observed 2026-08-01T08:36:18.794598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.