Paper Citation Record · LEDGER

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

As of 10 August 2026, this Paper Citation Record lists 100 of 101 outbound references and 6 inbound Pith citation observations for arXiv:2507.16331.

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

pith.paper-citation-record.v1
2507.16331 v4

Coverage vector

measured 100 of 101 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:20:17.762309Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T23:52:36.891080Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 101 outbound references displayed

verified exact3
verified fuzzy19
unresolved76
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 209662fa-e112-499d-9859-5b1b9b67a6a6 · outbound

This paper cites write newline.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.030154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c44f09e-db6c-45a8-811d-c2381f389bfd · outbound

This paper cites GPT-4 Technical Report.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.126663Z

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Observation 02566cd0-1fa5-4b59-82c4-35ebb3cdd1b0 · outbound

This paper cites Alphacode 2 technical report.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Alphacode 2 technical report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.230005Z

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Observation f9a21c30-57a9-43b6-8cad-fc0c63416986 · outbound

This paper cites System card: Claude opus 4 & claude sonnet 4.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny System card: Claude opus 4 & claude sonnet 4

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.313716Z

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Observation 795fb0d1-7bd8-4456-a8c7-a4c6cd8553db · outbound

This paper cites Program Synthesis with Large Language Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Program Synthesis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.412132Z

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Observation e0412022-7c59-4522-98d8-4a53737f451f · outbound

This paper cites Y., Collignon, N., Neo, C., Lee, I., Paren, A., Bibi, A., Trager, R., Fornasiere, D., Yan, J., Elazar, Y., and Bengio, Y.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Y., Collignon, N., Neo, C., Lee, I., Paren, A., Bibi, A., Trager, R., Fornasiere, D., Yan, J., Elazar, Y., and Bengio, Y

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.494851Z

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Observation ac5644be-2809-4111-9edf-db13e3301b34 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Evaluating Large Language Models Trained on Code

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.590600Z

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Observation 60a789b0-35ac-4a97-b03a-25a13e8eb4b8 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.705035Z

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Observation 5795bd41-e36f-4944-a6bc-19e2b558e834 · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Reasoning Models Don't Always Say What They Think

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.865469Z

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Observation 90753e9c-6ab2-4c7c-a713-2cbb39979498 · outbound

This paper cites A., Nielsen-Garcia, C., Mir, S., Li, S., Orender, J., et al.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny A., Nielsen-Garcia, C., Mir, S., Li, S., Orender, J., et al

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:10.997966Z

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Observation 25498567-1427-4997-97e9-f22990e8e5a0 · outbound

This paper cites On the Measure of Intelligence.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny On the Measure of Intelligence

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.175293Z

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Observation 26e30546-1922-4ffc-8ca8-ef287dabe3bf · outbound

This paper cites V., Levine, S., and Ma, Y.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny V., Levine, S., and Ma, Y

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.307777Z

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Observation d1e27b7a-75f7-4d4e-b5d7-77d471bc4b2b · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.457296Z

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Observation 2be1b238-97bc-4567-b15c-b40184d03117 · outbound

This paper cites Towards formal verification of llm-generated code from natural language prompts, 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Towards formal verification of llm-generated code from natural language prompts, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.623988Z

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Observation 4991e340-828a-47c7-89e5-c1ea9f56ce2c · outbound

This paper cites Towards Guaranteed Safe AI: A Framework for Ensuring Robust and Reliable AI Systems.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Towards Guaranteed Safe AI: A Framework for Ensuring Robust and Reliable AI Systems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.745072Z

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Observation e6b136cd-1e6d-4670-a8ac-6019bbc6c03e · outbound

This paper cites and Bj rner, N.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny and Bj rner, N

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.837567Z

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Observation 3ec856cf-374a-452e-a71e-5e62e3ef5587 · outbound

This paper cites The lean theorem prover (system description).

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny The lean theorem prover (system description)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.938086Z

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Observation d6411b08-26cb-4ce9-abd7-6283c52494b4 · outbound

This paper cites DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:11.998704Z

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Observation b52ef171-fe8c-4273-8e73-1971028cba1b · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 19

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 01c4464f-5ba6-4ec1-8495-06d50c2f1192 · outbound

This paper cites Generalization or memorization: Data contamination and trustworthy evaluation for large language models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Generalization or memorization: Data contamination and trustworthy evaluation for large language models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.171055Z

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Observation 4fd3d24a-fa49-4e37-9c26-61b12410f04b · outbound

This paper cites and Mehta, R.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny and Mehta, R

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.270776Z

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Observation cec73c0b-d6f1-418d-9a79-2494f8f60d25 · outbound

This paper cites Gemini 2.5: Pushing the frontier with advanced reasoning, multimodality, long context, and next generation agentic capabilities.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Gemini 2.5: Pushing the frontier with advanced reasoning, multimodality, long context, and next generation agentic capabilities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.349174Z

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Observation ea85e27b-028d-485e-9367-e23dd18282df · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.410202Z

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Observation 64a92f93-6be1-4ee8-869d-ae8a5868953f · outbound

This paper cites Measuring and improving semantic diversity of dialogue generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Measuring and improving semantic diversity of dialogue generation

Reference 24

Resolution: verified exact; doi, observed 2026-08-06T15:20:17.829554Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6b15fe36-310d-49e9-b19c-5aa8163d853c · outbound

This paper cites DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.595812Z

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Observation b2fdcece-c286-43c5-ae3f-083c6e84d34e · outbound

This paper cites Does math reasoning improve general llm capabilities? understanding transferability of llm reasoning, 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Does math reasoning improve general llm capabilities? understanding transferability of llm reasoning, 2025

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.662973Z

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Observation 30ba6c9b-bfd9-4a36-ad2f-bae3d0d4eb87 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Qwen2.5-Coder Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.732299Z

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Observation 05843a20-46b4-47a9-95ab-6461b612471b · outbound

This paper cites Thinking beyond the anthropomorphic paradigm benefits LLM research.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Thinking beyond the anthropomorphic paradigm benefits LLM research

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.807230Z

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Observation 53afef7e-0c5c-4a08-86ee-cc062f8b3c81 · outbound

This paper cites AI safety via debate, May 2018.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny AI safety via debate, May 2018

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.897446Z

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Observation b7325784-33cd-4604-be45-4593b05e499b · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Verifast: A powerful, sound, predictable, fast verifier for c and java

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:12.967941Z

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Observation a749aac7-cb21-403c-88e8-a6161cebdcde · outbound

This paper cites Do we need to verify step by step? rethinking process supervision from a theoretical perspective, February 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Do we need to verify step by step? rethinking process supervision from a theoretical perspective, February 2025

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.057170Z

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Observation 48dfe5ee-5ce7-48f6-818c-5b95c39e1955 · outbound

This paper cites Can large language models understand intermediate representations in compilers?, February 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Can large language models understand intermediate representations in compilers?, February 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.131215Z

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Observation aba1d025-7b60-4c73-933a-57588e033ef2 · outbound

This paper cites sel4: Formal verification of an os kernel.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny sel4: Formal verification of an os kernel

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.225730Z

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Observation 8a58bc26-c624-463f-be6e-c5bc3fe1f6ab · outbound

This paper cites Chain of thought monitorability: A new and fragile opportunity for AI safety, July 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Chain of thought monitorability: A new and fragile opportunity for AI safety, July 2025

Reference 34

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Observation 99a75dab-f5f2-430e-973f-fbec1f26a294 · outbound

This paper cites Gradual disempowerment: Systemic existential risks from incremental AI development, January 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Gradual disempowerment: Systemic existential risks from incremental AI development, January 2025

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.384938Z

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Observation dc700f65-d7bd-49ec-895f-0a9c1db2e5c5 · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny LLM Post-Training: A Deep Dive into Reasoning Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.473496Z

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Observation ffd8c634-6d62-4e5f-aa76-105e55296bda · outbound

This paper cites Measuring Faithfulness in Chain-of-Thought Reasoning.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Measuring Faithfulness in Chain-of-Thought Reasoning

Reference 37

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.692122Z

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Observation 574e74cd-6a1e-41ad-b3c1-a22270773492 · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 39

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Observation 9683c76b-3eaf-4dfa-8559-71a99d5006ac · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 40

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Observation c368a4e0-0e10-4287-af15-2a3acd3ddee6 · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.911084Z

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Observation 87b53095-17e4-4de2-bed9-d9440d4b3123 · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny AutoTriton: Automatic Triton Programming with Reinforcement Learning in LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.003355Z

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Observation daf5c64a-e53e-4567-a80d-e07a591b51a5 · outbound

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Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Combining Induction and Transduction for Abstract Reasoning

Reference 43

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Observation 6f838c0b-5ad9-4e72-8eac-b49769b0d00e · outbound

This paper cites Competition-level code generation with alphacode.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Competition-level code generation with alphacode

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.214324Z

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Observation f062fcf9-6ca4-48f0-9a4f-5a4f8255694b · outbound

This paper cites Dafny as Verification-Aware Intermediate Language for Code Generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Dafny as Verification-Aware Intermediate Language for Code Generation

Reference 45

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Observation e600c9f4-9753-41e5-87cb-0070d7103c13 · outbound

This paper cites Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.369135Z

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Observation 2c89db8b-9dd5-4694-8a5d-0d049739b0ad · outbound

This paper cites Goedel-prover-v2: The strongest open-source theorem prover to date, 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Goedel-prover-v2: The strongest open-source theorem prover to date, 2025

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:20.022233Z

Source-reported events for the cited work

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Observation 44aa9e5a-8ce3-4ece-b7bd-f98cf55671ea · outbound

This paper cites Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:20:18.953748Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1cd65a90-dbba-4744-bbdb-cdc1931fba4c · outbound

This paper cites ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.585900Z

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Observation 6ede6bfb-c111-489e-b696-e7aef64b5e20 · outbound

This paper cites DafnyBench: A Benchmark for Formal Software Verification.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DafnyBench: A Benchmark for Formal Software Verification

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.678411Z

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Observation 89ced50b-bbb4-4dcf-a20a-0d56e00a13c6 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny StarCoder 2 and The Stack v2: The Next Generation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.747793Z

Source-reported events for the cited work

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Observation 5c16fc10-6966-4293-b7ba-25e84c98c600 · outbound

This paper cites Reasoning models can be effective without thinking, April 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Reasoning models can be effective without thinking, April 2025

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:20.007260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b920a734-a6e2-4c40-8dfb-4b2310026e8f · outbound

This paper cites Potemkin Understanding in Large Language Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Potemkin Understanding in Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:14.933677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f496522-0762-4ba9-8b11-eb318a0481da · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:19.991659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ec17f54a-88df-4573-86ee-4ea54b1fe2e5 · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:19.977094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e03c38af-a9f6-442a-aa21-5a3b8c9380c6 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:15.195563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5279d530-2ec7-4e4b-ba4d-976e1581188c · outbound

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

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Training language models to follow instructions with human feedback

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:15.273173Z

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Observation 8bd3c511-51d1-44d7-a3b0-746a80f39589 · outbound

This paper cites How to Get Your LLM to Generate Challenging Problems for Evaluation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny How to Get Your LLM to Generate Challenging Problems for Evaluation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:15.359475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba17a31f-ffb2-494e-9825-eb5d5ba96334 · outbound

This paper cites How does code pretraining affect language model task performance? Transactions on Machine Learning Research, 2025, 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny How does code pretraining affect language model task performance? Transactions on Machine Learning Research, 2025, 2025

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.946878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9e12d4bf-8609-4b5f-b343-b3ba71f9a748 · outbound

This paper cites dafny-annotator: AI-Assisted Verification of Dafny Programs.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny dafny-annotator: AI-Assisted Verification of Dafny Programs

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:15.513785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e6799f-2ae5-4ef2-87ce-33b062d9a77d · outbound

This paper cites Qodo-Embed-1: State-of-the-Art Code Embedding Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Qodo-Embed-1: State-of-the-Art Code Embedding Models

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.928972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e721aa21-6722-47e4-b27f-dc6af21dffa1 · outbound

This paper cites What is ansible?, 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny What is ansible?, 2025

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.912819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf835e8b-db0b-444a-b7a6-b6874a99dd82 · outbound

This paper cites Evaluating the ability of gpt-4o to generate verifiable specifications in verifast.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Evaluating the ability of gpt-4o to generate verifiable specifications in verifast

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.894470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c8a69c7a-4f56-40da-a2a7-54fe9c1d5311 · outbound

This paper cites Quantifying contamination in evaluating code generation capabilities of language models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Quantifying contamination in evaluating code generation capabilities of language models

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.878126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2c5f3e9e-cc6b-42fd-b790-d480cd83c094 · outbound

This paper cites R., Gnaneshwar, D., Locatelli, A., Kirk, R., Rockt \"a schel, T., Grefenstette, E., and Bartolo, M.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny R., Gnaneshwar, D., Locatelli, A., Kirk, R., Rockt \"a schel, T., Grefenstette, E., and Bartolo, M

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.861737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2258a791-bb9d-42a0-b019-fa488b484dcc · outbound

This paper cites Boundless Socratic Learning with Language Games.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Boundless Socratic Learning with Language Games

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:15.942232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b77dad33-2e0f-4bfe-a08c-b004e621c283 · outbound

This paper cites Autoregressive Large Language Models are Computationally Universal.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Autoregressive Large Language Models are Computationally Universal

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:16.110693Z

Source-reported events for the cited work

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Observation c539490b-f77b-45b2-8265-0ddd3ebb8665 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:16.225181Z

Source-reported events for the cited work

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Observation b4e2337f-c5da-4e47-9406-159cce9bb7c6 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:16.310347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d73bd658-e949-4a95-955f-bfb56d68dad2 · outbound

This paper cites and Sutton, R.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny and Sutton, R

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.844506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation efb2e494-847d-4463-b65a-92102c56969a · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:19.825059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe984bbe-0df2-48a7-8a76-f304ee47b47e · outbound

This paper cites Beyond semantics: The unreasonable effectiveness of reasonless intermediate tokens, May 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Beyond semantics: The unreasonable effectiveness of reasonless intermediate tokens, May 2025

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.805865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 594c5252-7b8d-4089-9d1a-b3b203337122 · outbound

This paper cites Clover: Closed-loop verifiable code generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Clover: Closed-loop verifiable code generation

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.790933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 32cb581c-3213-4fb9-b9df-af707d223f04 · outbound

This paper cites OMEGA: Can LLMs Reason Outside the Box in Math? Evaluating Exploratory, Compositional, and Transformative Generalization.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny OMEGA: Can LLMs Reason Outside the Box in Math? Evaluating Exploratory, Compositional, and Transformative Generalization

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:16.918871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 710d8701-93ce-4763-9efa-36aad7749b72 · outbound

This paper cites The bitter lesson.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny The bitter lesson

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.773635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1e6a56f-affc-46cd-b542-2f20a7c1d8e7 · outbound

This paper cites S., Barto, A.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny S., Barto, A

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.755062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 644e4e30-d1c3-4bc3-a2dd-69b31d6bab0b · outbound

This paper cites S., McAllester, D., Singh, S., and Mansour, Y.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny S., McAllester, D., Singh, S., and Mansour, Y

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.337992Z

Source-reported events for the cited work

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Observation 2bb15353-3e51-4d5a-9a2f-abe251a4a5e0 · outbound

This paper cites K., Fu, S., and Sundaresan, N.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny K., Fu, S., and Sundaresan, N

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.722750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d07c9b94-f6be-4bb6-b3da-07a2646d8ea1 · outbound

This paper cites A promising path towards autoformalization and general artificial intelligence.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny A promising path towards autoformalization and general artificial intelligence

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.705505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d086b80a-4169-474c-828d-c623390bb884 · outbound

This paper cites Worldcoder, a model-based llm agent: Building world models by writing code and interacting with the environment.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Worldcoder, a model-based llm agent: Building world models by writing code and interacting with the environment

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.686216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 503ceaa8-cfa8-4190-ba38-ea235016521b · outbound

This paper cites Clever: A curated benchmark for formally verified code generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Clever: A curated benchmark for formally verified code generation

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.647324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55fda506-3489-4624-acac-f48830017611 · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:19.670359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f133273-40af-4c26-9b6c-a7c4f96aaf22 · outbound

This paper cites DICE: Detecting In-distribution Contamination in LLM's Fine-tuning Phase for Math Reasoning.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny DICE: Detecting In-distribution Contamination in LLM's Fine-tuning Phase for Math Reasoning

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.657163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 135ff164-bace-489b-8e95-01e296fc3110 · outbound

This paper cites Rethinking the Illusion of Thinking.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Rethinking the Illusion of Thinking

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.663386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3940a24d-4c04-407a-83cc-ab957e930820 · outbound

This paper cites Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.669259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6710087f-8224-4e35-ad50-9b82666406af · outbound

This paper cites Reasoning or memorization? unreliable results of reinforcement learning due to data contamination.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Reasoning or memorization? unreliable results of reinforcement learning due to data contamination

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.675213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb3a35eb-8f44-4213-afc6-37a9832981d2 · outbound

This paper cites When More is Less: Understanding Chain-of-Thought Length in LLMs.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny When More is Less: Understanding Chain-of-Thought Length in LLMs

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.681074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8c166a-4143-41dc-9d89-038eee7ac710 · outbound

This paper cites LeetCodeDataset: A Temporal Dataset for Robust Evaluation and Efficient Training of Code LLMs.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny LeetCodeDataset: A Temporal Dataset for Robust Evaluation and Efficient Training of Code LLMs

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.686438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0312daef-72cb-4a38-9b52-3a44af887e8b · outbound

This paper cites Formal Mathematical Reasoning: A New Frontier in AI.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Formal Mathematical Reasoning: A New Frontier in AI

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.692754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02da9f95-122e-4711-96f7-034f9c0f2115 · outbound

This paper cites Verina: Benchmarking verifiable code generation.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Verina: Benchmarking verifiable code generation

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.698237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 430c51eb-9fed-4caf-a9db-e088615483e0 · outbound

This paper cites FormalMATH : Benchmarking formal mathematical reasoning of large language models, May 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny FormalMATH : Benchmarking formal mathematical reasoning of large language models, May 2025

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.652533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e8b21127-c75a-417a-a23d-bebf0320684d · outbound

This paper cites Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model?, April 2025.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model?, April 2025

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.634829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3699dcec-3bec-4155-88fa-a731f34d77b2 · outbound

This paper cites Absolute Zero: Reinforced Self-play Reasoning with Zero Data.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.714526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4f32607-c403-4172-afa8-285d69505bee · outbound

This paper cites MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.720789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bd1a8ea-c079-4975-9f12-b3db1ff86f95 · outbound

This paper cites What Makes Large Language Models Reason in (Multi-Turn) Code Generation?.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny What Makes Large Language Models Reason in (Multi-Turn) Code Generation?

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.726515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce79385c-3a09-4593-93cb-ba2fe6fb31bd · outbound

This paper cites Reasoning by superposition: A theoretical perspective on chain of continuous thought.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Reasoning by superposition: A theoretical perspective on chain of continuous thought

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:19.619677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4afedf7c-1975-4939-aed2-58f01ada670f · outbound

This paper cites @esa (Ref.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny @esa (Ref

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.737922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14cf0dc2-8a5a-408b-a8c5-64e0b2998ac7 · outbound

This paper cites an unresolved cited work.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.743149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4963fce-d01f-401b-b5a9-2f72c91700a3 · outbound

This paper cites best exploration.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny best exploration

Reference 99

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:20:18.027458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e5d1c21-5536-4f7b-a76b-20ce97f17e2f · outbound

This paper cites write newline.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny write newline

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:17.762309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8c4c22c5-3eba-4d9f-b069-19726470732d · inbound

Differentiable Evolutionary Reinforcement Learning cites this paper.

Differentiable Evolutionary Reinforcement Learning Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbe7d2f0-f928-4619-8b21-8e28f7b5c114 · inbound

SpecRL: Reinforcement Learning with Test-Based Completeness Rewards for Formal Specification Synthesis cites this paper.

SpecRL: Reinforcement Learning with Test-Based Completeness Rewards for Formal Specification Synthesis Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc463633-a4ff-4710-a2b0-84d885712431 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f4adce5-b04a-4521-8593-4de917f2e2e4 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 727b29f7-7158-48e6-8be7-2c89ade6de60 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e04202e0-9fbc-44b0-8f39-e67bafc14397 · inbound

Automating Formal Verification with Reinforcement Learning and Recursive Inference cites this paper.

Automating Formal Verification with Reinforcement Learning and Recursive Inference Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Reference 104

Resolution: metadata mismatch; arxiv_id, observed 2026-07-07T02:15:55.820429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.