Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:26:28.103764Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2505.19189.
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 2026-08-07T14:26:28.103764Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T16:44:21.688397Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T08:16:01.472961Z
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e870846d-2381-4956-aed3-d729032a13fd · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4055e144-7589-400c-9fa2-67a36fb1ff05 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval We therefore further evaluate how this filtering step influences the performance of POQD as well as baseline methods
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49ef839a-3bf3-4eab-bd54-479c4524b408 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Coil: Revisit exact lex- ical match in information retrieval with contextualized inverted list
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6e991a5-8429-4db5-8a8b-1a79337f05b3 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 07a87740-4bf6-41a3-a265-0fca50723135 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Dense passage retrieval for open-domain question answering
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 988269bb-6fbc-4d16-9da5-f1eaf81cba17 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Decomposed prompting: A modular approach for solving complex tasks
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f92273ee-a8fb-4b3b-b4a0-c624cce9c104 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Llm-based optimization of compound ai systems: A survey
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92c2bcff-6fa7-4c3b-912f-5158615b408f · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0860cfa9-25c7-4ca9-a3c0-905a5b9a71cb · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unsu- pervised question decomposition for question answering
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cfb55767-a52f-4fb5-91c9-f059972b4da0 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval A., and Lewis, M
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d9c90ee4-a327-453d-b372-1fad88efcb93 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval T., Zhu, C., and Zeng, M
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e6066854-4113-4ebe-b816-ecab83a868f9 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5716871c-c0c9-4086-a185-c5bbee891218 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Plaid: an efficient engine for late interaction retrieval
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation de389022-f718-4f58-8e33-9f175337bde4 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval GenDec: A robust generative Question-decomposition method for Multi-hop reasoning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 503a827c-4d1d-471a-8b8a-c6936c153b31 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval and Zhu, X
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e488497-ba75-4ef5-966d-4fceaedca8ca · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e1b37035-c833-4396-b030-f639a423544f · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c235c46a-220d-4ab4-9133-4ae714471215 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Empowering Large Language Model Agents through Action Learning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35a64d3c-05e9-46ec-8544-bd6545ec94bc · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Chain-of-questions training with latent answers for robust multistep question answering
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation adc08ba4-c5d9-4640-bdb3-5945ec4f94aa · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval By leveraging the fact that L(Θold 0 ; pold) ≤ M and Gold > 0, then the above formula is further bounded by: Gold − Gnew ≥ α − Aτ M
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 150dd83a-9ca7-4e1d-9ac8-8b98503bb2de · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Among these datasets, WebQA, MultiModalQA and ManyModalQA contain questions that may require retrieving data from different modalities
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2bc6ff7-7a71-4e30-807f-53603675d950 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Since ColBERT decomposes queries at the token level, which may not be suitable for decomposed sub-queries, we thus employ the Sentence-Bert model (Reimers,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f712ec92-0eb8-4c74-8c48-389a8bb426d4 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3838f15f-ef5d-4c72-9264-7fbc4142365b · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8d055540-b4d1-4998-be9e-e9e0781fd215 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation be6f0fbe-2d81-4a44-ac4a-ee86ae4a70dc · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e85b8703-c41f-4701-80e2-71c18fe99b54 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Comparison against the query rewrite strategy There is an emerging trend in the literature for rewriting user queries to maximize the RAG performance
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f4da702b-1e46-4a86-bf5d-8fcc9bbf29f3 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval GPT-4 Technical Report
Reference 2010
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca8294c4-b969-4842-a91b-5320d471793e · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval In-Context Ability Transfer for Question Decomposition in Complex QA
Reference 2013
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dcf8c6b-6eee-45ae-bb86-da27f13225e3 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval The Llama 3 Herd of Models
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f924f9f3-ff27-47da-8874-a1f8c55f719c · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Query rewriting in retrieval-augmented large language mod- els
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5e77dabd-dc68-40fd-beaf-e91705e763f9 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Latent reasoning for low-resource question generation
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93af552f-7528-4f86-8363-e05ad6c596f2 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval WebQA: Multihop and Multimodal QA
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4da90eb5-8084-430f-9e6a-67c9684355c9 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval and Callan, J
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c12c18ab-817b-4069-9937-56a6db61e190 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval A framework of knowledge graph-enhanced large language model based on question decomposition and atomic retrieval
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a5881677-8531-4095-a066-927641370f0a · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Semantic parsing on freebase from question-answer pairs
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2811d108-72a7-457b-9207-2746a753a305 · outbound
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Search-in-the-chain: Interactively enhancing large lan- guage models with search for knowledge-intensive tasks
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c96323ef-4515-441c-b74a-4c7ca2f39acb · inbound
BLUEmed: Retrieval-Augmented Multi-Agent Debate for Clinical Error Detection POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.