Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:40:55.514734Z
Paper Citation Record · LEDGER
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents
As of 17 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 0 inbound Pith citation observations for arXiv:2608.08389.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
77 of 77 outbound references displayed
- verified exact5
- verified fuzzy30
- unresolved41
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d8678ee2-42f0-4599-bf8f-9f10bc1bc586 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.140193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c21ad14-ef75-49b9-9285-db02501c7635 · outbound
This paper cites Carbonell and Jade Goldstein.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Carbonell and Jade Goldstein
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.148138Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3756b0cd-1028-4fd7-b14b-a3f2880e5985 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.164000Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af0e542b-0bd2-4fb6-8cdd-41a064c1496b · outbound
This paper cites LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.169022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 822d6ddf-5fa8-44ea-ab09-d19675f25233 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.174145Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3840c09e-2531-4ef8-8573-5443bde430f7 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:57.131681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8a0a0d75-d2b7-4d17-9dd3-df1234654ecb · outbound
This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang
Reference 12
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-14T04:40:55.197435Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 287d997d-138f-4c0f-880c-aa5ea0db5c38 · outbound
This paper cites Rossi, and Swarat Chaudhuri.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Rossi, and Swarat Chaudhuri
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.206473Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1b33d3d-b2d6-4a1a-be98-60707f5d8e17 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 15
- Resolution
- verified exact
- raw_fallback, observed 2026-08-14T04:40:56.192806Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f7830458-0472-4b42-b26f-97fe3c102167 · outbound
This paper cites Radev, Hongyan Jing, Magorzata Sty, and Daniel Tam.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Radev, Hongyan Jing, Magorzata Sty, and Daniel Tam
Reference 16
- Resolution
- verified exact
- doi, observed 2026-08-14T04:40:55.759724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 12b15abf-d34f-4b93-a822-ae8412868442 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:57.115628Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e719c02-139f-4e99-8331-38f492bc7703 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.231146Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77fd4c5f-c0c1-4b19-b4ff-efbf1839a2a0 · outbound
This paper cites Tropp and Anna C.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Tropp and Anna C
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.235525Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 743cbd27-8e0a-415e-b727-6b1a9df3d7c7 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:57.090001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e8ea35d3-431f-4c02-b4b6-d7e000e36711 · outbound
This paper cites Narasimhan, and Yuan Cao.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Narasimhan, and Yuan Cao
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:57.075198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 98b1e47e-8725-43f4-af82-2b2e06b9fb71 · outbound
This paper cites ICLR 2026 Workshop on Lifelong Agents: Learning, Aligning, Evolving , year=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents ICLR 2026 Workshop on Lifelong Agents: Learning, Aligning, Evolving , year=
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:57.059955Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4a671e1e-6bdb-4dbe-bc19-bb35b8a6df8e · outbound
This paper cites Process Reward Models for.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Process Reward Models for
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:57.045695Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0da19a94-1a8f-416c-bf01-1605cd2f8a5b · outbound
This paper cites The Use of.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents The Use of
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:57.031241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e771f425-770f-4ebd-a686-5e8b5b70f258 · outbound
This paper cites Proceedings.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Proceedings
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:57.016626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 203178ed-9d32-41b5-a03b-c168090f5701 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.999932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 726a59a3-51bc-49b3-a335-aba4950c0df3 · outbound
This paper cites Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies , pages=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies , pages=
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.985397Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 02cfd730-2bb6-449d-85b3-9eb09c83fcba · outbound
This paper cites Foundations and Trends.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Foundations and Trends
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.971133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 830e3307-5a88-4fad-8c21-9ccd6dd810d6 · outbound
This paper cites Information Processing & Management , volume=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Information Processing & Management , volume=
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.957129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 004fcc3f-963c-4c2e-b4e4-6b521e993c37 · outbound
This paper cites IEEE Transactions on Information Theory , volume=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents IEEE Transactions on Information Theory , volume=
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.943019Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d68539b4-397c-4973-b83e-d31f252204c1 · outbound
This paper cites 2023 , eprint=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2023 , eprint=
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.292783Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d464090-a9ab-4299-a83d-b8e44de7c69a · outbound
This paper cites Transactions of the Association for Computational Linguistics , year=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Transactions of the Association for Computational Linguistics , year=
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.297154Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 300feb4e-517e-4329-83fb-37bd0da134b8 · outbound
This paper cites , journal=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents , journal=
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.908172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1020ca01-5deb-42bd-8f3c-7fc6023e686f · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.892746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 415b6354-cf80-4b50-abed-2f5039f501ad · outbound
This paper cites 2023 , eprint=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2023 , eprint=
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.310567Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1266dd5d-c3b4-44df-9599-40351c90da18 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.869569Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fa756edb-db1f-42c2-9411-c867a44d247b · outbound
This paper cites ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.319151Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f15e5f01-3bd0-4b0d-8347-784dbb63ce3d · outbound
This paper cites 2026 , note=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2026 , note=
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.855166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 49237df7-25e2-441f-aa21-0090a2d1ef4a · outbound
This paper cites 2025 , note=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2025 , note=
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.840396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5c21f702-ad49-4b29-ad34-82c94fd81a75 · outbound
This paper cites Aho and Jeffrey D.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Aho and Jeffrey D
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.332758Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cea4b52-0460-40b3-b2e5-2e8363c83f65 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.337091Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 416db403-4024-464b-8702-5e55565e1ff3 · outbound
This paper cites Chandra and Dexter C.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Chandra and Dexter C
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.341219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d1d5c61-d851-43aa-9cd9-2f92745e7fa9 · outbound
This paper cites 2025 , primaryClass=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2025 , primaryClass=
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.805548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6011fec9-90be-4f90-9a68-e7d93ecd54cb · outbound
This paper cites Scalable Training of.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Scalable Training of
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.789531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6c70458a-ffae-431b-8279-7e257a6f2ffa · outbound
This paper cites Unlocking Context Constraints of.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unlocking Context Constraints of
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.774970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 48aba441-cdc9-4c1b-9ab3-a18bac33a545 · outbound
This paper cites 2024 , archivePrefix=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2024 , archivePrefix=
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.760553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 17a04fe5-a888-4b39-9087-d945b69befd0 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.746289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 72357aa9-d240-4bf4-a479-7b19b8ab8892 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.729100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 40b57ee5-1e8e-4150-ada9-3285426bd9fe · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.370243Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9dd27ce-26fb-4d60-8144-48c150ca7dc7 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.374359Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 633033d3-b5d2-4c7c-aaae-f17e20c69e18 · outbound
This paper cites Tetreault , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Tetreault , title =
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.692815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1cb7f705-b389-422f-899a-83735a90d153 · outbound
This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.382744Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b36aa2ec-d6de-401c-bc7b-9a0649e4c33e · outbound
This paper cites 2026 , eprint=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2026 , eprint=
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.669118Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f81e7495-b455-4cc6-a571-75adc88caacb · outbound
This paper cites Process Reward Models for LLM Agents: Practical Framework and Directions.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Process Reward Models for LLM Agents: Practical Framework and Directions
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.391008Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc01c1b3-a523-42b8-a854-41f0207de835 · outbound
This paper cites Carbonell and Jade Goldstein , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Carbonell and Jade Goldstein , title =
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.654750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 84b36c15-2c97-47f9-9a08-47333747beac · outbound
This paper cites Broder , editor =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Broder , editor =
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.639856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cfb37df6-a38c-4b43-a68b-25781c7c1aae · outbound
This paper cites 2003 , url=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2003 , url=
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.624923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 486be5d5-5512-491b-a2f2-0c1df509f56f · outbound
This paper cites A Class of Submodular Functions for Document Summarization.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents A Class of Submodular Functions for Document Summarization
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.409013Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f349826b-916c-49a9-ba92-d6792d3801f0 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.600832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e1fbbe4a-3ce3-49ac-870e-76f87dc22467 · outbound
This paper cites Radev and Hongyan Jing and Magorzata Sty and Daniel Tam , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Radev and Hongyan Jing and Magorzata Sty and Daniel Tam , title =
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.586142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7e749bf3-ce3f-4af3-bbd7-f62bcc7b38bf · outbound
This paper cites Tropp and Anna C.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Tropp and Anna C
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.571715Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d6e7e483-894d-4238-a4b7-e119b0ce92c2 · outbound
This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models , booktitle =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Tree of Thoughts: Deliberate Problem Solving with Large Language Models , booktitle =
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.425859Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24f6e64d-79d4-4e99-bf81-385352b5ec34 · outbound
This paper cites Liu and Kevin Lin and John Hewitt and Ashwin Paranjape and Michele Bevilacqua and Fabio Petroni and Percy Liang , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Liu and Kevin Lin and John Hewitt and Ashwin Paranjape and Michele Bevilacqua and Fabio Petroni and Percy Liang , title =
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.549197Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 303d905f-1731-45ba-bd2a-160ad7ab5034 · outbound
This paper cites DYCP: Dynamic Context Pruning for Long-Form Dialogue with LLMs.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents DYCP: Dynamic Context Pruning for Long-Form Dialogue with LLMs
Reference 66
- Resolution
- verified exact
- local_arxiv, observed 2026-08-14T04:40:55.975566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bcf4f7a4-0d91-4b29-b246-3db539907917 · outbound
This paper cites Narasimhan and Yuan Cao , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Narasimhan and Yuan Cao , title =
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.439067Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da7d1e5d-f147-4a43-b15f-6ca2649b58a6 · outbound
This paper cites Reflexion: language agents with verbal reinforcement learning , booktitle =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Reflexion: language agents with verbal reinforcement learning , booktitle =
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.443513Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51e60a79-ee9a-4477-854c-5374e062496b · outbound
This paper cites Agent WARPP: Workflow Adherence via Runtime Parallel Personalization.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Agent WARPP: Workflow Adherence via Runtime Parallel Personalization
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.447786Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b617a46b-1cdd-4587-b270-fb97ca803300 · outbound
This paper cites ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.451918Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae900c42-65b9-4aba-8d9a-e483469b267e · outbound
This paper cites CoRR , volume =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents CoRR , volume =
Reference 71
- Resolution
- verified exact
- doi, observed 2026-08-14T04:40:55.878850Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c7884a8-3a43-4552-a6dd-06c7d4754613 · outbound
This paper cites 2025 , eprint=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2025 , eprint=
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.514568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation beb2150b-b61b-4565-a08b-a69a8a97de1a · outbound
This paper cites Aho and Jeffrey D.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Aho and Jeffrey D
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.500440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3d7a9740-f739-4337-bd57-ed73836e435f · outbound
This paper cites CoRR , volume =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents CoRR , volume =
Reference 74
- Resolution
- verified exact
- doi, observed 2026-08-14T04:40:55.698929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2a9acdc1-b541-4938-a7b5-53272e0907cf · outbound
This paper cites 2026 , url =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2026 , url =
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.484640Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 53e3aeea-11a0-4931-95e3-5800202abb4d · outbound
This paper cites DeepResearchGym:.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents DeepResearchGym:
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.477324Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88b6e780-431a-4141-93ef-eeb7937e000b · outbound
This paper cites Scalable training of L\(.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Scalable training of L\(
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.469857Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bb248f9c-a627-4f10-98b6-28329edcc752 · outbound
This paper cites Unlocking Context Constraints of LLMs: Enhancing Context Efficiency of LLMs with Self-Information-Based Content Filtering.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unlocking Context Constraints of LLMs: Enhancing Context Efficiency of LLMs with Self-Information-Based Content Filtering
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.485530Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb64c046-e829-44e6-b94b-3a53ceb3ac34 · outbound
This paper cites Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.489523Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c243ced3-be0f-4ce0-bbef-cccf54c2346e · outbound
This paper cites LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models , booktitle =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models , booktitle =
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.454619Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 50742aac-9b55-41c7-8a86-752253af212d · outbound
This paper cites 2024 , eprint=.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 2024 , eprint=
Reference 81
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.497913Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b08b15b-a9e1-4e61-94f9-bfafc1ff2415 · outbound
This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation
Reference 82
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.502330Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2768990-d65f-49f0-932e-0aa422caf474 · outbound
This paper cites 1997 , url =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents 1997 , url =
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:40:55.506246Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe2dff26-dacb-492f-8130-c8fe02c21c76 · outbound
This paper cites Tetreault , title =.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Tetreault , title =
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:40:56.429911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d5c39352-7829-4e6a-9b2f-b258f8b71471 · outbound
This paper cites an unresolved cited work.
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents Unresolved cited work
Reference 85
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:40:56.414501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Pith citing papers
No inbound Pith citation observations are available.