Pith. sign in

Paper Citation Record · LEDGER

Dynamic Scaling of Unit Tests for Code Reward Modeling

As of 13 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 7 inbound Pith citation observations for arXiv:2501.01054.

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

pith.paper-citation-record.v1
2501.01054 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:41:23.874231Z

measured 31 of 31 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:58:21.149056Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:00:08.058562Z

Reference resolution

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a69a631d-c8f7-4391-8536-39b4f70947dd · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.240574Z

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.

source=pdf_text observed=2026-08-10T22:41:23.784639Z digest=sha256:414d7d4b10e1a5b96e13fd76bd0228bda538253c827cfdaff95ce7ff8100e416

Observation 6dd70b1d-dfde-42b6-9165-228390fbaa2b · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.208575Z

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.

source=pdf_text observed=2026-08-10T22:41:23.795132Z digest=sha256:cf41a1d2aeb06978cddd2364e044fc962cbc4794409bf84c33c7cbb801732b4c

Observation 5b89c6c0-c579-46bc-9fe1-557cbe16fe8d · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.177882Z

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.

source=pdf_text observed=2026-08-10T22:41:23.806032Z digest=sha256:8cc175f4d7391a0103142c11958561354265be857bb01092338c77841b801f55

Observation f6399aad-4660-4058-924d-998b0f441b74 · outbound

This paper cites In Findings of the Association for Computational Linguistics: ACL 2024, pages 12834–12859, Bangkok, Thailand.

Dynamic Scaling of Unit Tests for Code Reward Modeling In Findings of the Association for Computational Linguistics: ACL 2024, pages 12834–12859, Bangkok, Thailand

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:41:24.257170Z

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.

source=pdf_text observed=2026-08-10T22:41:23.779020Z digest=sha256:899da543d6fea33e4f095346199c8a6cb181ba47f205299258cae2b9749912d2

Observation 30a6c8a5-0328-4d94-aef0-417f52b37013 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.114377Z

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.

source=pdf_text observed=2026-08-10T22:41:23.826572Z digest=sha256:ac52fda5592b87fd13c3cd3f68ba83f6838839983d3214cea323dce9838162fc

Observation 0ac4ba13-2ef9-48b7-9ea3-4126e7723abb · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.224482Z

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.

source=pdf_text observed=2026-08-10T22:41:23.789954Z digest=sha256:6af482bf149cdcc5c8f00451fe2936d43e6fbb881005d8aa3d6afbc5cedfb596

Observation b919a55f-0ac3-4031-ba62-248f7e74a5e3 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.049717Z

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.

source=pdf_text observed=2026-08-10T22:41:23.844221Z digest=sha256:9982664d07e87ea3678fd4cdf33c7c17f5f70f9085c7cc2c7dc66293b5add566

Observation 5c00b9ea-7a92-4e0a-b199-ad20985da531 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.192432Z

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.

source=pdf_text observed=2026-08-10T22:41:23.800866Z digest=sha256:0fc74e6b32787fdf705d3171cf07c46ccf88e60b7e8b1105fbb8d2d35b38d0ba

Observation ece3a3e6-5ab8-4da0-8faa-a5cb27714f67 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:23.983271Z

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.

source=pdf_text observed=2026-08-10T22:41:23.861273Z digest=sha256:ab705f92663a4b94d28d7eeb55707d4072a2ae05304ea95ad447ebe8a816a4c1

Observation 033c72c8-11b5-4e08-9933-76e88c538e9c · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.163355Z

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.

source=pdf_text observed=2026-08-10T22:41:23.811659Z digest=sha256:fd6949e5819cef702287e9cd7cc3e026b9a49528a42d1a58fefd7fe0e7e9b864

Observation 47a52280-39e5-4e4b-869a-dcb84d09bdc9 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.147930Z

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.

source=pdf_text observed=2026-08-10T22:41:23.816512Z digest=sha256:e1303229538631f3ae724ab6668a1ec9e52fa5b85a6f60082909f35289f3e5ba

Observation 9bd73738-3acf-4e37-9f57-cc4e2922eea6 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.131149Z

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.

source=pdf_text observed=2026-08-10T22:41:23.822007Z digest=sha256:beb01441d508c84b691c931d5650676f3c16e22edc157ed0e71dfcc90ced30d5

Observation a08901f9-702f-4150-9719-15a35c0ec0d3 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.096648Z

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.

source=pdf_text observed=2026-08-10T22:41:23.831020Z digest=sha256:1a32e97d2e540ae115c4b8005da15964ae0957387ee5425bb6b7fd5512a11608

Observation c1e7bbe7-1297-466d-b4e7-11394abf6880 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.079920Z

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.

source=pdf_text observed=2026-08-10T22:41:23.835426Z digest=sha256:c11e16989d8e8139b438f21ebba6b5c43b1ed401d9d4fd3db006773cb4f34ad7

Observation a08c937b-a4c5-4565-8522-1fa23f16aa17 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.063971Z

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.

source=pdf_text observed=2026-08-10T22:41:23.839792Z digest=sha256:15332020dac3a6fe75ebb9cc3c40b63f307ea941256fde65971e6f868f588e59

Observation 7b97639c-2ee2-4888-aa76-db17a6b44ab9 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.034443Z

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.

source=pdf_text observed=2026-08-10T22:41:23.848387Z digest=sha256:35c887f701de5873db793528b98c920f7bcc944e5ea5a1d45d897e880a4f0ce6

Observation 2f6630ad-dab4-46eb-ac50-ec1b96d03258 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:24.018339Z

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.

source=pdf_text observed=2026-08-10T22:41:23.852751Z digest=sha256:d02662f7fb18fcd3e707a106ed7aeba55b48b4de3a4df5eb1772fe5dbbb1d27d

Observation 37baec4a-d742-4021-a79d-58c37ba2d23f · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:23.999815Z

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.

source=pdf_text observed=2026-08-10T22:41:23.856941Z digest=sha256:35e32c26b0281433cc896d20f0cb9890914e78daa4c788ff483ee7ad0900b3d2

Observation 97488404-269c-44ab-9c97-ce3f4ae60cd0 · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:23.966928Z

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.

source=pdf_text observed=2026-08-10T22:41:23.865323Z digest=sha256:cc693ebe3054a8402e6e77984257ead63cc9d2c8e82bf968b68eaea827a50b5b

Observation a412dfed-1210-48fe-901e-3fbb763df31e · outbound

This paper cites an unresolved cited work.

Dynamic Scaling of Unit Tests for Code Reward Modeling Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:41:23.950622Z

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.

source=pdf_text observed=2026-08-10T22:41:23.869497Z digest=sha256:f7a6e78e088897ccef6788e1a2c1de121e91dd0d3dfd9d82bbb9e1ae49db471b

Observation 3dc5a2e8-ae22-42c3-944f-57d1d969a0ac · outbound

This paper cites "" Test a scenario where the expected return should be positive. This happens when the vega * (delta_iv - rv) is greater than the premium.

Dynamic Scaling of Unit Tests for Code Reward Modeling "" Test a scenario where the expected return should be positive. This happens when the vega * (delta_iv - rv) is greater than the premium

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:41:23.933120Z

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.

source=pdf_text observed=2026-08-10T22:41:23.874231Z digest=sha256:bd937df262a45240805142f58dde8e7f6de5f7605fa323d2c8e864b36f9341ae

Observation 3a408d3c-3807-48ee-98dd-72ec5f9c228a · outbound

This paper cites In 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE), pages 246– 256.

Dynamic Scaling of Unit Tests for Code Reward Modeling In 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE), pages 246– 256

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:41:24.273786Z

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.

source=pdf_text observed=2026-08-10T22:41:23.773592Z digest=sha256:53d699581fe74bb00cba81d62144c367511400bf8dedbbab57c7383a886b7de6

Observation 6225e2a3-8332-4043-95de-4d6745a5ba7c · outbound

This paper cites Science, 378(6624):1092–1097.

Dynamic Scaling of Unit Tests for Code Reward Modeling Science, 378(6624):1092–1097

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:41:24.291230Z

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.

source=pdf_text observed=2026-08-10T22:41:23.762715Z digest=sha256:162613dec720c5805f88c98f5815167511d1bf63ffd8740aba93d746ea02980b

Observation 23dd37b6-b9ca-40ba-8998-b248803f849c · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Dynamic Scaling of Unit Tests for Code Reward Modeling Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-10T22:41:23.767756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:41:23.767756Z digest=sha256:9848fe97e636b2ab7a70a8ec06f09c937568fa918eb05269d8d0f58f75ddb655

Pith citing papers

Observation 84b9264b-c576-4528-a241-1364b2994085 · inbound

Rethinking Verification for LLM Code Generation: From Generation to Testing cites this paper.

Rethinking Verification for LLM Code Generation: From Generation to Testing Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T18:58:21.149056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:58:21.149056Z digest=sha256:aa9938ba44c93739c2121c53118936ed90a0ced430baff6b11bbaf68844bd194

Observation 850276c9-9a5e-41cd-9a3f-d2a0fa8819d1 · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:48.537939Z

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.

source=pdf_text observed=2026-05-10T19:44:32.950977Z digest=sha256:f247f506cc6de6c24508ab2eadb2131d64532ced5faf3e34a53bd36a2d1e1b4a

Observation 47e21879-6d1a-4d68-96a2-258ff2cb9d64 · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 59

Resolution
unresolved
no resolver link, observed 2026-07-13T09:22:44.557413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:22:44.557413Z digest=sha256:12b34a3f0ad0b2aeb8641d11adbc1ab2dc8438262b325b53ea54936c253478d5

Observation 9949d92e-248d-4035-9b16-23776c073b83 · inbound

When Should an AI Workflow Release? Always-Valid Inference for Black-Box Generate-Verify Systems cites this paper.

When Should an AI Workflow Release? Always-Valid Inference for Black-Box Generate-Verify Systems Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-14T19:02:50.313676Z

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.

source=pdf_text observed=2026-05-14T19:00:55.658993Z digest=sha256:a43a0e9486f4b925c2c5759687a7afbada0da80c19891b0b1c642a158078ae58

Observation 9537657a-78b9-4279-9c95-a3088aeb6cf6 · inbound

Self-Supervised On-Policy Distillation for Reasoning Language Models cites this paper.

Self-Supervised On-Policy Distillation for Reasoning Language Models Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 108

Resolution
verified exact
arxiv_id, observed 2026-05-20T14:43:22.251253Z

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.

source=arxiv_source observed=2026-05-20T14:42:55.368104Z digest=sha256:e84def1707eb0340f3a091b8c72d2225a54bb1806cc3694365f87eedd6b68af5

Observation e012236e-f4f3-4a1f-9e6b-335b75414f3f · inbound

The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms cites this paper.

The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:00:08.060181Z

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.

source=pdf_text observed=2026-06-25T20:55:15.784610Z digest=sha256:88b44f5fa81fc1ba7cffe8a8045ae1b731725cd64456fc4bcba85367a96167d7

Observation 79a236f0-149a-4ad4-bd20-e77db61db259 · inbound

The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms cites this paper.

The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms Dynamic Scaling of Unit Tests for Code Reward Modeling

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T13:09:50.572279Z

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.

source=pdf_text observed=2026-06-26T05:29:21.598397Z digest=sha256:bcabe38288ac2002e8e5423304fe7aaaab4d8f407d7716acb402bdc8aa49c513