Paper Citation Record · LEDGER

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints

As of 15 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2508.08466.

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

pith.paper-citation-record.v1
2508.08466 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:33:15.002562Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact1
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1c8a340-b8c4-4479-85d6-65ecd3fdf3de · outbound

This paper cites online" 'onlinestring :=.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:13.661566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d42081-0833-4a1c-b5e2-a4f356c616a9 · outbound

This paper cites write newline.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:13.717146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec1937c-8fd6-4e10-b526-f01cd2d18c30 · outbound

This paper cites A General Theoretical Paradigm to Understand Learning from Human Preferences.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints A General Theoretical Paradigm to Understand Learning from Human Preferences

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:13.809159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a1e7560-c6e8-4f19-a690-fbd49563bdaf · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Constitutional AI: Harmlessness from AI Feedback

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:13.895668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3065ade-670d-4596-94af-13ed7bee8f6d · outbound

This paper cites What is the Role of Small Models in the LLM Era: A Survey.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints What is the Role of Small Models in the LLM Era: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:13.933222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9957bac6-a38d-431e-8935-3b7927d24df4 · outbound

This paper cites Anchored Preference Optimization and Contrastive Revisions: Addressing Underspecification in Alignment.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Anchored Preference Optimization and Contrastive Revisions: Addressing Underspecification in Alignment

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:33:15.409840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a349f246-6048-441a-af15-2f7c2e04f7bb · outbound

This paper cites Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.093113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a96aa0da-8eff-4ea9-b056-c1e09d4268bd · outbound

This paper cites Towards Efficient Exact Optimization of Language Model Alignment.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Towards Efficient Exact Optimization of Language Model Alignment

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.147588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e58887-3cd0-4674-a756-7ebe4a899221 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Gonzalez, Hao Zhang, and Ion Stoica

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.183442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3d78eb-8f11-40c2-bd73-bd94f0ed84bf · outbound

This paper cites Hashimoto.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Hashimoto

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.239825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92dc04f4-e126-4cce-8711-346323c799db · outbound

This paper cites Distributional Preference Alignment of LLMs via Optimal Transport.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Distributional Preference Alignment of LLMs via Optimal Transport

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.325390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d1bf11-542b-47d3-8d30-3bb7b62214e2 · outbound

This paper cites an unresolved cited work.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:33:15.644753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0b776026-6ff1-4919-9074-7634ca861ecf · outbound

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

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Training language models to follow instructions with human feedback

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.507155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cc6d8ee-4de4-4718-ae7a-cdf3005b8489 · outbound

This paper cites Disentangling Length from Quality in Direct Preference Optimization.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Disentangling Length from Quality in Direct Preference Optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.576084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc2dc83-5dfc-4a65-8c15-2dc86ed03009 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.639533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9a94c3e-2939-4782-921f-467cd972511c · outbound

This paper cites an unresolved cited work.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.706971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3f38a03-98a7-4fcc-8e31-0856c86913a3 · outbound

This paper cites Reinforcement Learning for LLM Post-Training: A Survey.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Reinforcement Learning for LLM Post-Training: A Survey

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.784455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fd91298-c1f0-4ab7-ae4c-bcc8c72fe381 · outbound

This paper cites SLiC-HF: Sequence Likelihood Calibration with Human Feedback.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints SLiC-HF: Sequence Likelihood Calibration with Human Feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.871864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 786d5b9f-dc2f-4472-8ab3-ac935a616e90 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:14.923297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96741aac-5abd-42cd-a100-32adcd6410b9 · outbound

This paper cites LIMA: Less Is More for Alignment.

Enhancing Small LLM Alignment through Margin-Based Objective Modifications under Resource Constraints LIMA: Less Is More for Alignment

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T21:33:15.002562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.