Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:07:11.369784Z
Paper Citation Record · LEDGER
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training
As of 8 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2506.03483.
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 2026-08-08T06:32:00.761636+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
68 of 68 outbound references displayed
- verified exact5
- verified fuzzy8
- unresolved53
- parse uncertain0
- malformed identifier0
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6ade5a27-9ee7-4dd0-9bfc-a32ff1b41ff4 · outbound
This paper cites Qwen Technical Report.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Qwen Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.942207Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59376b49-fd91-4c5b-b328-c8751da9a22a · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.948522Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71037d3a-9c0e-45cb-9b2d-93b5db86b3c7 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Evaluating Large Language Models Trained on Code
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.961374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 002ffada-ffa9-4444-b13e-eb7e2c32d0bc · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.942706Z
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 9611ff88-dd14-4c68-9f28-c270d190fc67 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 5
- Resolution
- verified exact
- doi, observed 2026-08-07T11:07:11.807268Z
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 ff2ffca3-66d5-4b18-9069-aa556d1758bb · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.924424Z
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 408a8db4-da26-4ed8-a24a-4a35938a5b32 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.985439Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c579120-04bb-44a0-93c1-644df33f6bce · outbound
This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.990980Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2a8b65a-3ce8-4198-ace8-a63c9b1c1c9b · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Training Verifiers to Solve Math Word Problems
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:10.996966Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42c4a596-2e23-492a-9a69-dac91c0c23d3 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.006465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e05b9d5-5d79-4316-8d58-26edd92c147c · outbound
This paper cites Cover and P.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Cover and P
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.012654Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8a8b684-566e-49d2-89d1-b78514ad9257 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.023278Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1af92e76-f395-4ba4-bd0c-6c8169d62512 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.894788Z
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 819ea8f3-866b-45ef-add9-8f7a3d918a80 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.034144Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc763dae-03c9-4912-a7fd-8c780e49ba17 · outbound
This paper cites The Llama 3 Herd of Models.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training The Llama 3 Herd of Models
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.039456Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fe3f6b4-0202-43b6-a353-09b01d6916ab · outbound
This paper cites Hashimoto.
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.879272Z
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 68a34a44-2596-4fbd-bcc2-b8db82ed2adc · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.051822Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7484c956-f89d-4eea-b6d4-430291e43d6f · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.057485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e2c92d0-2a10-41b9-a5ee-ad1920ed77e4 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.062461Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ffebb3b-68b4-468c-877a-8763170c5017 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.070052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57b7ded1-e6f7-454a-8369-0840e55f4187 · outbound
This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen - Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen - Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.075428Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1f15628-250f-4094-b736-78f91a9082cd · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.834865Z
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 86153509-c0bf-447e-bde7-717f2dd7088b · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.819751Z
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 6f988a8a-9ac1-462b-bfc4-940f165a592e · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.089308Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89f6e778-106a-455a-b3f7-f0ee77ddb456 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.095441Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da8f3bc5-b4f0-4027-9da9-3c0cee68f900 · outbound
This paper cites Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.100055Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c75a7bd7-bc6e-4d41-8837-384dcb05072f · outbound
This paper cites Hashimoto.
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.804208Z
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 fda6f8f3-667d-4ec1-ab26-db7437653ca1 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.788811Z
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 b7aef839-b952-43ae-ab07-b3be0ed1d84b · outbound
This paper cites Le, Barret Zoph, Jason Wei, et al.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Le, Barret Zoph, Jason Wei, et al
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.772491Z
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 23eca7dc-04d4-4d30-95fe-a0bdc9af28c5 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.124520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d13dd514-cf41-4594-99ff-1c4418341413 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.130447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d644828d-a6a7-4481-9e5f-48db55647745 · outbound
This paper cites GPT-4 Technical Report.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training GPT-4 Technical Report
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.137325Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70f8a216-57d8-46fa-85ea-4bf5ef207193 · outbound
This paper cites Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.142952Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc81dab1-6271-4723-adda-9c575b569506 · outbound
This paper cites Nemotron-4 15B Technical Report.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Nemotron-4 15B Technical Report
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.148831Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74137a51-0bcb-47e4-b096-719468a2acf9 · outbound
This paper cites Instruction Tuning with GPT-4.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Instruction Tuning with GPT-4
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.162046Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ea7e226-4527-425a-ab99-553621f43998 · outbound
This paper cites Manning, Stefano Ermon, and Chelsea Finn.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Manning, Stefano Ermon, and Chelsea Finn
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.744853Z
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 f35f4c69-5a2b-4f43-8f37-c7d68656f833 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 37
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:07:12.253518Z
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 85b15e49-14af-4684-8de9-de75e7480dc2 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 38
- Resolution
- verified exact
- doi, observed 2026-08-07T11:07:11.665694Z
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 793d665f-67ea-4c49-812f-227f0cfa27e0 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 39
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:07:12.162284Z
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 a3588465-4f63-4907-84f7-a42c7864d5e2 · outbound
This paper cites Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.193290Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9527d65f-8c76-458a-97a1-a18adcbaec8d · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.201245Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f23b6f9-7ec9-45b1-aba8-3fc7845d43d4 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.208643Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a76d1b59-bded-4da4-87f9-76e8b9c7aa48 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.221514Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b6e6d93-6670-4ee0-847d-86e88d49d0ef · outbound
This paper cites Self-critiquing models for assisting human evaluators.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Self-critiquing models for assisting human evaluators
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.229910Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d748abb-7b20-4f1a-8bb2-014fa264841b · outbound
This paper cites Mixture-of-Experts Meets Instruction Tuning:A Winning Combination for Large Language Models.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Mixture-of-Experts Meets Instruction Tuning:A Winning Combination for Large Language Models
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.236058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e54f4d74-825d-41ef-aa74-dd4ce64904a6 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 46
- Resolution
- verified exact
- doi, observed 2026-08-07T11:07:11.606303Z
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 79bd50b3-de2f-4a53-bbf3-68f0e6466fb2 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.247005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad741f7e-04b4-40de-964c-89ebcfb6eaeb · outbound
This paper cites Hashimoto.
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.729780Z
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 956a2de2-f23f-44f9-a6b5-862d9e557562 · outbound
This paper cites Smith, Iz Beltagy, et al.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Smith, Iz Beltagy, et al
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.713370Z
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 00ad2245-6a41-46b1-ac13-66d367fa4480 · outbound
This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Smith, Daniel Khashabi, and Hannaneh Hajishirzi
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.262124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df0678ff-5980-4410-8d19-b6335197b4dd · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.267472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5cfc971-d6f0-44ec-a3e2-765c05743801 · outbound
This paper cites Chi, Quoc V.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Chi, Quoc V
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.697239Z
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 e80c7507-4a25-47db-82e5-dad1ea4d5ae0 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.276917Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ca8d66f-2f1d-48e7-916f-f6382f541e01 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.678458Z
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 070b6681-cda6-4522-b251-3ec85918c1c0 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.286485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adbe526b-9da7-430c-b324-c129e5358f3a · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 56
- Resolution
- verified exact
- doi, observed 2026-08-07T11:07:11.477205Z
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 3faf83c0-1953-48ce-a405-4286ff76183f · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.297440Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b72b86b1-e8d7-43a7-beed-306181e6eae4 · outbound
This paper cites Kwok, Zhenguo Li, Adrian Weller, and Weiyang Liu.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Kwok, Zhenguo Li, Adrian Weller, and Weiyang Liu
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:07:12.661033Z
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 025144da-9027-4596-8309-46876fcb83b2 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.644205Z
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 5751ee27-f1a5-487a-a280-00f2176b7000 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.323219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abc28a49-2110-4f3d-b9d7-99987f0121f3 · outbound
This paper cites CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.328206Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b1a0855-e04e-4c27-9420-878996c53012 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.628822Z
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 eacdb117-0faa-4939-b695-938ad9f25c69 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 63
- Resolution
- verified exact
- doi, observed 2026-08-07T11:07:11.422067Z
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 b2728080-d716-44c5-a3b6-ed18c676712e · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.613037Z
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 f9a0f67d-3483-4af4-9851-1be2039ad758 · outbound
This paper cites an unresolved cited work.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:07:12.596701Z
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 e7bb2505-c21c-46f9-b498-47737c1cc372 · outbound
This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.355427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a0c431a-11da-49be-8f7d-2402b47b6b13 · outbound
This paper cites URL: " 'urlintro :=.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training URL: " 'urlintro :=
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.361435Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 282568da-ed85-41b4-8867-d7b015d060a6 · outbound
This paper cites write newline.
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training write newline
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:07:11.369784Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.