Paper Citation Record · LEDGER

Towards Cost-Effective Reward Guided Text Generation

As of 9 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2502.04517.

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

pith.paper-citation-record.v1
2502.04517 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:31:18.616099Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T07:05:47.150308Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact0
verified fuzzy29
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59aafdef-8cf4-4d7d-a14b-6ccacfa308b6 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Towards Cost-Effective Reward Guided Text Generation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.450643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf7776c-207c-47e2-a62b-16ee3fa8ef1e · outbound

This paper cites an unresolved cited work.

Towards Cost-Effective Reward Guided Text Generation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:31:19.279332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ed0eb1d-e2cf-4133-8fbf-377540eb4a55 · outbound

This paper cites Beyond sparse rewards: Enhancing reinforcement learning with language model critique in text generation, 2024.

Towards Cost-Effective Reward Guided Text Generation Beyond sparse rewards: Enhancing reinforcement learning with language model critique in text generation, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.269384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f347e93-5f45-4724-8feb-98ad11f76c95 · outbound

This paper cites PPL-MCTS : Constrained textual generation through discriminator-guided MCTS decoding.

Towards Cost-Effective Reward Guided Text Generation PPL-MCTS : Constrained textual generation through discriminator-guided MCTS decoding

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.259008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a0af50e-0989-478d-9661-7a418d9a41d4 · outbound

This paper cites E., Stoica, I., and Xing, E.

Towards Cost-Effective Reward Guided Text Generation E., Stoica, I., and Xing, E

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.248780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 75a215f7-23c1-48f2-8136-eb3f0dc4ea72 · outbound

This paper cites F., Leike, J., Brown, T., Martic, M., Legg, S., and Amodei, D.

Towards Cost-Effective Reward Guided Text Generation F., Leike, J., Brown, T., Martic, M., Legg, S., and Amodei, D

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.238834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5620212e-1ffe-4e32-b671-bd941a051b9e · outbound

This paper cites Plug and play language models: A simple approach to controlled text generation.

Towards Cost-Effective Reward Guided Text Generation Plug and play language models: A simple approach to controlled text generation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.229088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc60ab86-d1d2-41ed-b144-d9c84b1049d7 · outbound

This paper cites and Raffel, C.

Towards Cost-Effective Reward Guided Text Generation and Raffel, C

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.218856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5d91caa-9cf5-423b-9742-6d38d6a32b96 · outbound

This paper cites RAFT : Reward ranked finetuning for generative foundation model alignment.

Towards Cost-Effective Reward Guided Text Generation RAFT : Reward ranked finetuning for generative foundation model alignment

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.209195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 509134cd-bc14-46e9-8345-25c4fbfbe2be · outbound

This paper cites Hierarchical neural story generation.

Towards Cost-Effective Reward Guided Text Generation Hierarchical neural story generation

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.199271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3090a537-f00b-4fac-8c38-9df9be402e5d · outbound

This paper cites Y., Ding, N., Yao, G., He, B., Zhu, W., Ni, Y., Xie, G., Xie, R., Lin, Y., Liu, Z., and Sun, M.

Towards Cost-Effective Reward Guided Text Generation Y., Ding, N., Yao, G., He, B., Zhu, W., Ni, Y., Xie, G., Xie, R., Lin, Y., Liu, Z., and Sun, M

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.188991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5960b33a-5423-454c-b3b5-304c808177ca · outbound

This paper cites Value Augmented Sampling for Language Model Alignment and Personalization.

Towards Cost-Effective Reward Guided Text Generation Value Augmented Sampling for Language Model Alignment and Personalization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.493155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65b9bbd9-f6db-4eb8-a03b-bf6665936af0 · outbound

This paper cites The curious case of neural text degeneration.

Towards Cost-Effective Reward Guided Text Generation The curious case of neural text degeneration

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.179341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bf01457a-519d-46ca-98af-3e1816fa78fe · outbound

This paper cites Grace: Discriminator-guided chain-of-thought reasoning.

Towards Cost-Effective Reward Guided Text Generation Grace: Discriminator-guided chain-of-thought reasoning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.169062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 21523dc2-3cca-404e-ae86-23ed838c5c98 · outbound

This paper cites Alignment as reward-guided search.

Towards Cost-Effective Reward Guided Text Generation Alignment as reward-guided search

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.158841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25d90cbf-b1bd-418f-bff5-8c1a85066e91 · outbound

This paper cites D., McCann, B., Keskar, N.

Towards Cost-Effective Reward Guided Text Generation D., McCann, B., Keskar, N

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.148664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 547d1eb9-0864-4337-9dcd-a475f1ef69c4 · outbound

This paper cites Rankgen: Improving text generation with large ranking models.

Towards Cost-Effective Reward Guided Text Generation Rankgen: Improving text generation with large ranking models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.138517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80f2c0ed-e2aa-404a-b4f3-e82a0582b0a5 · outbound

This paper cites M., and Abbeel, P.

Towards Cost-Effective Reward Guided Text Generation M., and Abbeel, P

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.128269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49c8c75d-139c-4ae6-9083-4241e8858954 · outbound

This paper cites Cascade Reward Sampling for Efficient Decoding-Time Alignment.

Towards Cost-Effective Reward Guided Text Generation Cascade Reward Sampling for Efficient Decoding-Time Alignment

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.517650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8f01739-9745-4df8-9f29-48d9363f98e2 · outbound

This paper cites Making language models better reasoners with step-aware verifier.

Towards Cost-Effective Reward Guided Text Generation Making language models better reasoners with step-aware verifier

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.118181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 04a3e171-54e3-4267-b16a-d51ab3671c33 · outbound

This paper cites Let's verify step by step.

Towards Cost-Effective Reward Guided Text Generation Let's verify step by step

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.106760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6be779a-9142-40ab-9bd7-d0479da095a1 · outbound

This paper cites Chain of hindsight aligns language models with feedback.

Towards Cost-Effective Reward Guided Text Generation Chain of hindsight aligns language models with feedback

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.096410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ba63e888-674b-477a-90e6-7f9e1771cabb · outbound

This paper cites Attribute controlled dialogue prompting.

Towards Cost-Effective Reward Guided Text Generation Attribute controlled dialogue prompting

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.084913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8a0740cc-35c5-44bf-9290-9cd4b77477c3 · outbound

This paper cites Controlled decoding from language models.

Towards Cost-Effective Reward Guided Text Generation Controlled decoding from language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.073861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 68234a0f-0b61-4160-90f4-d1ac571ed533 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Towards Cost-Effective Reward Guided Text Generation WebGPT: Browser-assisted question-answering with human feedback

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.541942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ccd0d22-e5ab-4a45-bba7-13b6c721280f · outbound

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

Towards Cost-Effective Reward Guided Text Generation Training language models to follow instructions with human feedback

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.062983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f15150a-e4c5-4c72-a086-b4db42715ec5 · outbound

This paper cites D., Ermon, S., and Finn, C.

Towards Cost-Effective Reward Guided Text Generation D., Ermon, S., and Finn, C

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.548944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532d3ac3-bd2e-43fc-9a3e-a5673f4f9430 · outbound

This paper cites From $r$ to $Q^*$: Your Language Model is Secretly a Q-Function.

Towards Cost-Effective Reward Guided Text Generation From $r$ to $Q^*$: Your Language Model is Secretly a Q-Function

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.552875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d48a2270-fadc-45bd-b3de-a0c049828a52 · outbound

This paper cites A critical look at tokenwise reward-guided text generation.

Towards Cost-Effective Reward Guided Text Generation A critical look at tokenwise reward-guided text generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.556893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbba2a2a-f5cb-4ce4-bc7c-8912f0f92282 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Towards Cost-Effective Reward Guided Text Generation Proximal Policy Optimization Algorithms

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.560438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6671bc15-ff5f-4021-9b52-8f235c747b07 · outbound

This paper cites Offline RL for Natural Language Generation with Implicit Language Q Learning.

Towards Cost-Effective Reward Guided Text Generation Offline RL for Natural Language Generation with Implicit Language Q Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.563950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ef66ee-a1eb-47fa-8995-f94f18ab9d0d · outbound

This paper cites an unresolved cited work.

Towards Cost-Effective Reward Guided Text Generation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.567671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95675154-baed-4e42-8020-9fa8e19e02eb · outbound

This paper cites an unresolved cited work.

Towards Cost-Effective Reward Guided Text Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:31:19.039511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation afa5a19a-35f6-4854-8124-7b1c788343bd · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

Towards Cost-Effective Reward Guided Text Generation Solving math word problems with process- and outcome-based feedback

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.574561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b24b40cb-27b7-4804-a2b1-f5218e7a8d0c · outbound

This paper cites Tl; dr: Mining reddit to learn automatic summarization.

Towards Cost-Effective Reward Guided Text Generation Tl; dr: Mining reddit to learn automatic summarization

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.028739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f1679c7a-95f9-4e0c-9276-d65f7121ce28 · outbound

This paper cites W., Lester, B., Du, N., Dai, A.

Towards Cost-Effective Reward Guided Text Generation W., Lester, B., Du, N., Dai, A

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.018156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f694427f-9c12-4ecd-b33f-69b7bb83d72a · outbound

This paper cites Naturalprover: Grounded mathematical proof generation with language models.

Towards Cost-Effective Reward Guided Text Generation Naturalprover: Grounded mathematical proof generation with language models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:19.006929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bcefc0ab-d6ba-4ad7-a617-06f04c063e0a · outbound

This paper cites A., Ostendorf, M., and Hajishirzi, H.

Towards Cost-Effective Reward Guided Text Generation A., Ostendorf, M., and Hajishirzi, H

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:18.995635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dc2cfb28-bebf-4b09-a968-fccca63a8638 · outbound

This paper cites and Klein, D.

Towards Cost-Effective Reward Guided Text Generation and Klein, D

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:18.984661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation af7c8150-6ac6-4a99-8705-a7b278833f69 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Towards Cost-Effective Reward Guided Text Generation Tree of thoughts: Deliberate problem solving with large language models

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:18.972858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e9a756bb-819f-4fe1-955f-64a78095ab36 · outbound

This paper cites Probabilistic inference in language models via twisted sequential M onte C arlo.

Towards Cost-Effective Reward Guided Text Generation Probabilistic inference in language models via twisted sequential M onte C arlo

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:18.961625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a6bbb3b-7324-44a9-a687-bcee474741cd · outbound

This paper cites Judging LLM -as-a-judge with MT -bench and chatbot arena.

Towards Cost-Effective Reward Guided Text Generation Judging LLM -as-a-judge with MT -bench and chatbot arena

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:31:18.949850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 823b3df4-8700-4989-9a3f-4e6f0eb5a569 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Towards Cost-Effective Reward Guided Text Generation Fine-Tuning Language Models from Human Preferences

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.612595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef18b4f8-1230-4881-b5db-0136c7ed4abf · outbound

This paper cites write newline.

Towards Cost-Effective Reward Guided Text Generation write newline

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T22:31:18.616099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6c1f8641-65bc-4e7e-ab35-8ea5357eab5e · inbound

Safe Inference-Time Alignment via Lagrangian Reward Augmentation cites this paper.

Safe Inference-Time Alignment via Lagrangian Reward Augmentation Towards Cost-Effective Reward Guided Text Generation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-12T07:05:47.150308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.