Paper Citation Record · LEDGER

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2507.21482.

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

pith.paper-citation-record.v1
2507.21482 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:47:45.362434Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

42 of 42 outbound references displayed

verified exact1
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b2a1a1d-76d4-478b-957c-f0b28a76b0d1 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:47.143049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0941714d-f9d1-4c63-a82a-3a50a3c0f1df · outbound

This paper cites Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:42.867009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae3c261c-8784-4f6e-99ba-7bda28ee84e1 · outbound

This paper cites An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:42.920123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28346ea3-1fb3-4d53-9bcb-da400756e2dc · outbound

This paper cites Submodularity In Machine Learning and Artificial Intelligence.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Submodularity In Machine Learning and Artificial Intelligence

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.011261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11e70aca-921c-4cd2-a5e6-a2252efd57f9 · outbound

This paper cites Data Diversity Matters for Robust Instruction Tuning.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Data Diversity Matters for Robust Instruction Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.099798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f9fddc-fb3a-4d01-9d84-eaf5b6dbb4c1 · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.134908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e635d56-97e3-42e6-abc7-9c6fdd5e79db · outbound

This paper cites AlpaGasus: Training A Better Alpaca with Fewer Data.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs AlpaGasus: Training A Better Alpaca with Fewer Data

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.183614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25261139-53da-4da3-ad3e-c4a15f48d298 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.264059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f09bde9f-80bb-42ff-b57a-a3e1065dc170 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.971591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a95737c2-ff48-4f42-ae82-28597335bc0e · outbound

This paper cites MoDS: Model-oriented Data Selection for Instruction Tuning.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs MoDS: Model-oriented Data Selection for Instruction Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.389554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3286c5e4-d871-49a2-a27c-220b03eac2bf · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Measuring Massive Multitask Language Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.449347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0c3a23e-8111-4f67-b32c-0d0d3323458d · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs LoRA: Low-Rank Adaptation of Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.509926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b4c75f5-68b9-4e18-9cc6-09033fc2cf0e · outbound

This paper cites Data-Efficient Finetuning Using Cross-Task Nearest Neighbors.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Data-Efficient Finetuning Using Cross-Task Nearest Neighbors

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.563797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3432d42b-454b-4adf-821a-f540b277661f · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.806395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 74f7130e-bac3-4a35-bb01-352ee49485f1 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.577796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fe18394b-9268-4818-ab66-ef9fdf02e84d · outbound

This paper cites Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.767768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde39cc2-beaa-4503-bc15-b1bc812a6c2e · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.471378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 51a182ee-c167-4452-a97a-0ca4fa5ec4d9 · outbound

This paper cites Hashimoto.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Hashimoto

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.864631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52929f99-87c0-4b09-a09f-3cbf48b5b619 · outbound

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

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs The Flan Collection: Designing Data and Methods for Effective Instruction Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:43.919893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c875356a-639d-4f15-a67a-3c552dd640c3 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.369002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab86cd08-f74c-4661-b2d7-7e21c501260e · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.040700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94bc2933-ad03-45a2-8b74-d9ce1cddd4e4 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.324822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce417b8c-23ee-4b1f-8f5c-16da0c1d9a54 · outbound

This paper cites Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.173569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e133c5a4-11c3-4ada-8489-393489e952a5 · outbound

This paper cites Training language models to follow instructions with human feedback.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Training language models to follow instructions with human feedback

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.271410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dad7c16c-6a39-4ac4-98de-16b4ad4dece7 · outbound

This paper cites Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:47:45.791893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 148b4cdb-4a21-4bd2-98ad-24983ed79999 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.300321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9b3e7c13-d878-416f-94a2-d64f40f1d424 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.435370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f75120-def0-434a-a097-2eb4d04dbaa2 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.505705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac1991c-9ae9-486d-bad1-083c0a7e4b7f · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.269210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4bc5d30-9b11-443e-ab3f-43e8c8154ceb · outbound

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

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.630235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b259ca-70f9-421e-ad49-60436b481861 · outbound

This paper cites Diversity Measurement and Subset Selection for Instruction Tuning Datasets.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Diversity Measurement and Subset Selection for Instruction Tuning Datasets

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.723595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66c8782a-b368-424d-8138-c3122c9b511d · outbound

This paper cites How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.789856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c878692-dbf2-4c51-81cd-4a1fb86153b9 · outbound

This paper cites Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.822605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3e73837-19b3-41a9-9a80-66e9871bef75 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Finetuned Language Models Are Zero-Shot Learners

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:44.889686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da6a676c-1184-4484-947d-4c181e37d3d7 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.249149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba32fb04-4765-4419-b6c9-a9b52f55f416 · outbound

This paper cites Deep Active Learning in the Open World.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Deep Active Learning in the Open World

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:45.020258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10a354c-b8fd-4304-a321-6453702480d2 · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.228375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 40dc412e-3522-4334-a858-9f18bd9bc086 · outbound

This paper cites LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:45.142282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9502e75-5976-465e-9614-f63eea5b720e · outbound

This paper cites an unresolved cited work.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:47:46.203195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76385086-f3ca-4677-8e77-289622e31e7f · outbound

This paper cites Bridging the Creativity Understanding Gap: Small-Scale Human Alignment Enables Expert-Level Humor Ranking in LLMs.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs Bridging the Creativity Understanding Gap: Small-Scale Human Alignment Enables Expert-Level Humor Ranking in LLMs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:45.238625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe76f94-f3b4-4540-8a37-3249c9e526b8 · outbound

This paper cites online" 'onlinestring :=.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs online" 'onlinestring :=

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:45.300103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3ecbf69-a2b8-4936-baab-a310dd366442 · outbound

This paper cites write newline.

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs write newline

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:45.362434Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.