Paper Citation Record · LEDGER

OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 30 inbound Pith citation observations for arXiv:2212.12017.

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

pith.paper-citation-record.v1
2212.12017 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T14:37:31.039965Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T06:15:00.866473Z

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 96f42c8a-bdde-486f-b40e-2b454eb6f8ea · inbound

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning cites this paper.

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-05-24T09:14:16.475814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 29bdad5d-433f-4eec-bbac-4775631e3b2f · inbound

SemDeDup: Data-efficient learning at web-scale through semantic deduplication cites this paper.

SemDeDup: Data-efficient learning at web-scale through semantic deduplication OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 44

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T02:43:31.041915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d74c5680-19c3-4b6b-b140-40b8941f64dd · inbound

HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face cites this paper.

HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e78e380e-b98a-49d4-8831-4a43bc45d734 · inbound

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society cites this paper.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f5062e1-4645-4796-bed5-cf24767be539 · inbound

A Survey of Large Language Models cites this paper.

A Survey of Large Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 97

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c45fc5c2-33e2-4aee-a98c-39646075e4f6 · inbound

Visual Instruction Tuning cites this paper.

Visual Instruction Tuning OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 53716bd5-2d44-40d2-806e-ae18384a23a3 · inbound

QLoRA: Efficient Finetuning of Quantized LLMs cites this paper.

QLoRA: Efficient Finetuning of Quantized LLMs OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 53da2b43-5204-44db-b4bc-c86331d3cd61 · inbound

Gorilla: Large Language Model Connected with Massive APIs cites this paper.

Gorilla: Large Language Model Connected with Massive APIs OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e5efd435-52a0-4331-adc5-f398a58c558b · inbound

A Survey on Multimodal Large Language Models cites this paper.

A Survey on Multimodal Large Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 98

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 80bd9331-7b60-4e50-a0c8-6d807d3131b9 · inbound

A Comprehensive Overview of Large Language Models cites this paper.

A Comprehensive Overview of Large Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-05-19T20:28:39.342665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f0fcb6ac-1905-42a8-9af1-9be845ae030b · inbound

The Rise and Potential of Large Language Model Based Agents: A Survey cites this paper.

The Rise and Potential of Large Language Model Based Agents: A Survey OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 266

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c42390f7-3218-4a89-a36f-bc413bb8acd8 · inbound

EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers cites this paper.

EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 96

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8e67c4ef-6270-4f8c-8df3-2fbfee05dba2 · inbound

EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers cites this paper.

EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 145

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1732e5bc-3bce-4503-970e-21d08a3c5b11 · inbound

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions cites this paper.

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 134

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b9509c37-137a-4f8e-b156-24fccf42a9d2 · inbound

Self-Rewarding Language Models cites this paper.

Self-Rewarding Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 669496c5-0a7d-4a48-9f23-d9bb99cf1067 · inbound

Large Language Models: A Survey cites this paper.

Large Language Models: A Survey OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 103

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c89d2a5d-f512-4096-aacf-e4867517b067 · inbound

A Survey on Large Language Models for Code Generation cites this paper.

A Survey on Large Language Models for Code Generation OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 116

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1e1c7689-8944-4c4b-9212-a6bcd9f9ec9b · inbound

Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs cites this paper.

Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-23T19:35:47.132000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6a8e24f7-d939-4a4b-ba48-64164223fd04 · inbound

Music Audio-Visual Question Answering Requires Specialized Multimodal Designs cites this paper.

Music Audio-Visual Question Answering Requires Specialized Multimodal Designs OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T14:12:22.012102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c43b36b4-659b-49f4-8d28-9b2fcde91659 · inbound

Optimus: A Robust Defense Framework for Mitigating Toxicity while Fine-Tuning Conversational AI cites this paper.

Optimus: A Robust Defense Framework for Mitigating Toxicity while Fine-Tuning Conversational AI OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-22T12:21:31.113971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a3078a15-9815-4d0f-a917-38f7b8e95251 · inbound

MetaLint: Easy-to-Hard Generalization for Code Linting cites this paper.

MetaLint: Easy-to-Hard Generalization for Code Linting OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-19T04:12:02.965864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1c035387-8e13-460e-87ed-a18698a8551c · inbound

DeepSeek-OCR: Contexts Optical Compression cites this paper.

DeepSeek-OCR: Contexts Optical Compression OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0dea1072-864d-49ad-9cec-877e79f48da5 · inbound

Identifying Bias in Machine-generated Text Detection cites this paper.

Identifying Bias in Machine-generated Text Detection OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f8c4bb4-2200-4d01-b1b3-b05bc0cac29c · inbound

Dr. Post-Training: A Data Regularization Perspective on LLM Post-Training cites this paper.

Dr. Post-Training: A Data Regularization Perspective on LLM Post-Training OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 157

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8033db5b-09dd-4118-99ab-0feb44944afc · inbound

Query-Conditioned Test-Time Self-Training for Large Language Models cites this paper.

Query-Conditioned Test-Time Self-Training for Large Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8df0a7d8-9f7c-4d4d-8d31-eaf9ed1450d7 · inbound

Query-Conditioned Test-Time Self-Training for Large Language Models cites this paper.

Query-Conditioned Test-Time Self-Training for Large Language Models OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7224fa41-f00a-46a2-85ec-5ff23a494500 · inbound

Multilingual and Multimodal LLMs in the Wild: Building for Low-Resource Languages cites this paper.

Multilingual and Multimodal LLMs in the Wild: Building for Low-Resource Languages OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 129

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T14:38:21.787786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b5ae2661-27ca-420a-81ea-e0f5984929fb · inbound

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning cites this paper.

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 156

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T19:20:06.351726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 16a13994-f77d-4145-9d8e-7c73e27f8361 · inbound

Online Data Selection Is Implicit Alignment cites this paper.

Online Data Selection Is Implicit Alignment OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-09T21:36:34.271966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c13d365c-8271-4223-b489-056b06ce9611 · inbound

Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs'Hallucinations cites this paper.

Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs'Hallucinations OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T14:37:31.039965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.