Paper Citation Record · LEDGER

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models

As of 12 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2412.11455.

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

pith.paper-citation-record.v1
2412.11455 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:58:47.029915Z

measured 46 of 46 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 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

46 of 46 outbound references displayed

verified exact3
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ca461c5-a0da-4f2e-a1b0-a67eb2d7528d · outbound

This paper cites Identifying beneficial task relations for multi-task learning in deep neural networks.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Identifying beneficial task relations for multi-task learning in deep neural networks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:45.768471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a047531-ce5c-4e95-9e9f-46d241ccc474 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.400678Z

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.

Observation b250f718-044e-4f07-bc6c-4969546c0e95 · outbound

This paper cites Multi-Task Learning with Deep Neural Networks: A Survey.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Multi-Task Learning with Deep Neural Networks: A Survey

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:45.951428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae45f71-2f15-4efc-b4d4-3c737754ef68 · outbound

This paper cites PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:45.976015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2807c530-c175-4426-a2bb-faa416d77910 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:45.989038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49e4b55e-f501-4799-ac03-2476fa2942e1 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.374288Z

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.

Observation a84477aa-794e-4feb-9aea-bc8e844b18a1 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.019838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b98788-1c32-4746-84ec-4c38494a4f20 · outbound

This paper cites AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.028619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b47435b2-c5e2-41a4-b859-2adfa084a5d3 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.034683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b3b9ccc-4eab-4437-9ada-e54855effaf8 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.321977Z

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.

Observation f16c6a22-58c6-420f-ae95-0363919c1052 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.289652Z

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.

Observation ee41a61c-57c5-438a-90b7-2941c361246e · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.265829Z

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.

Observation 6699d5f9-d8d1-4b62-badf-62c18c099e98 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.246865Z

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.

Observation d53f6d41-882a-4fd2-a782-f32365b8944d · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.095395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a128633a-48e2-454f-a63b-a7d660848f25 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.105500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98546810-dfa9-433c-8f7d-f88000a6266d · outbound

This paper cites Benchingmaking Large Langage Models in Biomedical Triple Extraction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Benchingmaking Large Langage Models in Biomedical Triple Extraction

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:58:47.584195Z

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.

Observation 7ae6347e-2b56-4cfa-b88d-8a4c278d1caf · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.136085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a031fb52-3079-464f-b45b-d7e93ece77d8 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.282804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e84fee4d-a1d3-4158-bc6a-36fb4e7a8e23 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.146433Z

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.

Observation 8b8e8bc0-0cf1-4306-b310-f8d026e3db50 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.126274Z

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.

Observation 4dfa5071-6bbc-4c63-8fe2-0cdce43e7fba · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.101435Z

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.

Observation 9fbee133-bcfb-4a4d-a4af-2c644ec0c2ca · outbound

This paper cites Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work?.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.444574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5234f8e4-4625-4aa6-a5b5-e367bf39fbdf · outbound

This paper cites ADELIE: Aligning Large Language Models on Information Extraction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models ADELIE: Aligning Large Language Models on Information Extraction

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.453816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 682de110-a74a-40aa-a78e-1ebfc1ed684d · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.459726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c74879e-8eaa-49c6-b5a0-a93ad2549191 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.465389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c362bca6-810b-41a4-b1c1-e922f062158f · outbound

This paper cites GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.471967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28a7f34-ba66-4b1f-9c15-8c3bd0484542 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:48.033698Z

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.

Observation eb473afc-ff83-4e55-9d70-98c8af652248 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.486699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2fa7f8e-f474-426f-b5fe-985114076e0a · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.534597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62cfb2f2-bc8f-4d06-a2d6-eff426275782 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.614566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ddc977f-f187-4faa-81d4-b57c9816da2a · outbound

This paper cites PHEE: A Dataset for Pharmacovigilance Event Extraction from Text.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models PHEE: A Dataset for Pharmacovigilance Event Extraction from Text

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:58:47.445573Z

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.

Observation a90061f7-9cd0-4ddb-89f0-ed2fd7b7a201 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:47.952807Z

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.

Observation a5037d98-7f03-4b38-ae20-040eeefc3da5 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.794513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21a4f029-c5d9-4a23-b4dd-952a6d254624 · outbound

This paper cites DeepStruct: Pretraining of Language Models for Structure Prediction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models DeepStruct: Pretraining of Language Models for Structure Prediction

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:58:47.400612Z

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.

Observation 884876fd-a837-4445-886f-78e1d0ba1d3c · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:47.913038Z

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.

Observation 7133a66c-1693-4d18-924a-8e6d406a86a0 · outbound

This paper cites InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.824269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89e376f-5971-4c30-8178-9858f8f0f7f9 · outbound

This paper cites Code4Struct: Code Generation for Few-Shot Event Structure Prediction.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Code4Struct: Code Generation for Few-Shot Event Structure Prediction

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.834180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4474ff48-4b29-4002-931e-0f017bf0590c · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.841550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e27468-ecad-466d-8a13-77814b4de156 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.849089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa9867c2-e74a-4be9-b77a-1532d0fa5828 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:47.846949Z

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.

Observation a851951f-91e0-40e4-b073-d002c6249589 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.862660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef4e9213-125b-45c9-9ae4-3eb10f22d257 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.909829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded83c70-467f-4c66-9b4f-74b20556bb17 · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:46.984782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4861501c-1b6e-4110-bc22-a0f9bf3c67da · outbound

This paper cites an unresolved cited work.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:58:47.797686Z

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.

Observation 6db0f153-c369-4647-b2cd-5d270705a65c · outbound

This paper cites online" 'onlinestring :=.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models online" 'onlinestring :=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:47.020729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e409bbf-00af-47b4-9a47-b4c0355f5cc1 · outbound

This paper cites write newline.

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models write newline

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T14:58:47.029915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.