Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:48:46.642487Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 3 inbound Pith citation observations for arXiv:2505.20971.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:48:46.642487Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:43:20.795111Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-18T06:02:25.527093Z
16 of 16 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 271ca634-ddac-4700-874a-77bdb10e0054 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 20c81e93-f397-4283-b62b-6b362bbda672 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA We then take gradients (w.r.t.w) and update w so that pw(a|q, z) is more likely to produce the correct a for the sampled Graph-aware Reasoning Chains
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0dbf57a9-bd90-4da6-ad9b-2fd048e25740 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA InProceedings of the 62nd Annual Meeting of the Association for Computational Lin- guistics (Volume 1: Long Papers), pages 5014–5035, Bangkok, Thailand
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f0879df4-00ca-460c-9164-eeb9631ddad7 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA most aligned
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d805a0c5-d383-46ce-bb0b-7a96aeba1a40 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA 2.(E-Step):Using the updatedw, compute pw,ψ(z| G, q, a)∝pw(a|q, z)p ψ(z| G, q)
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 30d2f597-a0e3-4635-ae86-6e7e4678458d · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA fine-tune pψ so that it is more likely to emitz I in the future
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9bf56e90-161d-4a29-91ff-675066b893f8 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Full Posterior.Instead of sum- ming/sampling over all subsets, it is simpler to pick the top- K Graph-aware Reasoning Chains byS(·)
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 48bfcc94-746a-45b2-9d02-5ca988ea711c · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA What did Dr Josef Mengele do?
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dd8b7ae4-05cd-4dc7-8211-f722a3ccc09a · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Girl Tonight
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0d64711d-fd8e-4cd3-a60a-8c921ec0ae5a · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Zixuan Dong, Baoyun Peng, Yufei Wang, Jia Fu, Xi- aodong Wang, Xin Zhou, Yongxue Shan, Kangchen Zhu, and Weiguo Chen
Reference 1977
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7c94d4e5-aa95-45ae-973b-26ca4dde2dc3 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA To ensure fair comparison, we adopt identical train and test splits as previous works (Jiang et al., 2022; Luo et al., 2024b)
Reference 2016
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8941b8e4-cfc5-43cf-9815-e0b7b8c967ee · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 154a6200-e430-4c7a-874d-3f3fa18a3bf5 · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fc7bdf4-1a05-4659-92d9-cb1eff97d34a · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA ALERT: Adapting Language Models to Reasoning Tasks
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d6d21f3-c23d-4193-81a5-7c6be1f168ea · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e571c8cf-0ce2-44cb-9723-f10c718d360c · outbound
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Robyn Speer, Joshua Chin, and Catherine Havasi
Reference 8219
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 117365ff-4fd1-4e5c-a2f2-8da4cc48dab3 · inbound
TN-AutoRCA: Benchmark Construction and Agentic Framework for Self-Improving Alarm-Based Root Cause Analysis in Telecommunication Networks Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11cccd2c-858c-4e4c-8fd3-8ab797e75223 · inbound
Matching Game Preferences Through Dialogical Large Language Models: A Perspective Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 091d5baf-e1f0-4f52-972d-c8c222aee92d · inbound
AtlasKV: Augmenting LLMs with Billion-Scale Knowledge Graphs in 20GB VRAM Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.