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Paper Citation Record · LEDGER

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation

As of 19 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2608.12842.

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

pith.paper-citation-record.v1
2608.12842 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:15:10.622938Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

65 of 65 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved22
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bbe4926f-f097-417d-9e8a-15b763f94dbc · outbound

This paper cites Task vector quantization for memory-efficient model merging,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Task vector quantization for memory-efficient model merging,

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6dd877a2-3143-48c7-b13d-2d501a9e10c5 · outbound

This paper cites Parameter competition balancing for model merging,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Parameter competition balancing for model merging,

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 33a4ebb4-d396-4f24-97ba-c7807dfb83b1 · outbound

This paper cites Toward Effective Model Merging in Semantic Segmen- tation,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Toward Effective Model Merging in Semantic Segmen- tation,

Reference 3

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 2200b1f0-be9b-44ec-a8f0-6a57186fc174 · outbound

This paper cites Deep Model Fusion: A Survey,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Deep Model Fusion: A Survey,

Reference 4

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.433596Z digest=sha256:e48b861b4cb1186c6a3a63fa0ea83f9addec8ecc0c334a0c734c7b0486b4beb9

Observation e9fb9e96-9b7f-4162-9e37-5da3a2bb6b25 · outbound

This paper cites Dataless Knowledge Fusion by Merging Weights of Language Models,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Dataless Knowledge Fusion by Merging Weights of Language Models,

Reference 5

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation abc7d0c3-8377-4496-8d06-e447ca02f17b · outbound

This paper cites Evolutionary optimization of model merging recipes,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Evolutionary optimization of model merging recipes,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.131406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 26d521ac-47b7-4bc2-bba4-d009372cda7a · outbound

This paper cites Editing models with task arithmetic,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Editing models with task arithmetic,

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation c7882b4f-ac03-4b10-90f0-1d05ea54fea8 · outbound

This paper cites Adamerging: Adaptive model merging for multi- task learning,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Adamerging: Adaptive model merging for multi- task learning,

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation ee3386dd-0dae-49e3-a7f5-2340065283ed · outbound

This paper cites Whoever started the interference should end it: Guiding data-free model merging via task vectors,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Whoever started the interference should end it: Guiding data-free model merging via task vectors,

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d45af402-7512-4b92-8b5c-4ec6302ee8b6 · outbound

This paper cites Channel merging: Preserving specialization for merged experts,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Channel merging: Preserving specialization for merged experts,

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7b3fb521-9618-47bf-9183-e738c99f6902 · outbound

This paper cites Mergebench: A benchmark for merging domain-specialized LLMs,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Mergebench: A benchmark for merging domain-specialized LLMs,

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f85d8fae-0096-4c39-b118-7faf82535391 · outbound

This paper cites Language models are super mario: Absorbing abilities from homologous models as a free lunch,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Language models are super mario: Absorbing abilities from homologous models as a free lunch,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.079726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.458345Z digest=sha256:d87478480395d013856f93cf21027916fd59b38f6b2f4ef890aab731af767b22

Observation 90e032a4-b9f8-46f2-a6ae-89f078daf778 · outbound

This paper cites TIES- Merging: Resolving Interference When Merging Models,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation TIES- Merging: Resolving Interference When Merging Models,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.070748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.461148Z digest=sha256:87a9f22b17a383780b4a08ac04fa403c53dfb867beba44d6ea680c5199f6a425

Observation 89b0cc6a-01b0-406e-b101-9ab2f3b4fd9e · outbound

This paper cites Model breadcrumbs: Scaling multi- task model merging with sparse masks,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Model breadcrumbs: Scaling multi- task model merging with sparse masks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.061049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.464121Z digest=sha256:3f47b3d0a4afd26f3ae1215e276675d4dcced46918f17c39234366a65c3e27bc

Observation f40a4f64-8fa8-4d32-a7e4-a8855c6c078d · outbound

This paper cites Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic,

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.466877Z digest=sha256:124b3d5f67560af9be94aa5cd8853f2bf142d12913772b29e4e3242decef5a7b

Observation 62c9b841-d8a9-4cc7-bb8c-868867353b09 · outbound

This paper cites Pruning and quantization for deep neural network acceleration: A survey,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Pruning and quantization for deep neural network acceleration: A survey,

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.469758Z digest=sha256:e9d68bc9d1d6f74f98f27e3653769a66e36138356f3788c20c0b5e45b554b060

Observation 02061807-045b-4dfb-a6a5-f872ec73864d · outbound

This paper cites Knowledge composition using task vectors with learned anisotropic scaling,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Knowledge composition using task vectors with learned anisotropic scaling,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 9a4f40de-bc1d-458b-aa6b-36ad32c746b3 · outbound

This paper cites Learn to merge: Meta-learning for adaptive multi-task model merging,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Learn to merge: Meta-learning for adaptive multi-task model merging,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.025284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation ab7f93ad-6ef0-4586-b1cc-68c9a6dd9c3e · outbound

This paper cites Averaging weights leads to wider optima and better generalization,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Averaging weights leads to wider optima and better generalization,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.017179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6e6db414-8619-4060-bfee-dd8d929fa007 · outbound

This paper cites Model soups: averaging weights of multiple fine- tuned models improves accuracy without increasing inference time,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Model soups: averaging weights of multiple fine- tuned models improves accuracy without increasing inference time,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:11.000676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 449ebed5-0c79-487b-8413-426a39147ccc · outbound

This paper cites Merging Models with Fisher- Weighted Averaging,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Merging Models with Fisher- Weighted Averaging,

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 067e8b91-3bc9-4868-9b9f-a9a3a26a9bb7 · outbound

This paper cites Multi-Task Model Merging via Adaptive Weight Disentanglement.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Multi-Task Model Merging via Adaptive Weight Disentanglement

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e66e60ef-67d7-4a98-a2cd-8da1df472d42 · outbound

This paper cites Modeling multi-task model merging as adaptive projective gradient descent,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Modeling multi-task model merging as adaptive projective gradient descent,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.982675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f473ba77-6f97-4873-a7a7-ecbdc9929aaf · outbound

This paper cites Representation surgery in model merging with proba- bilistic modeling,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Representation surgery in model merging with proba- bilistic modeling,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.973264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7150f574-fe8e-4042-bc2e-ad1d6aa8e465 · outbound

This paper cites Localizing task information for improved model merging and com- pression,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Localizing task information for improved model merging and com- pression,

Reference 25

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0dcb386b-4b59-4d08-aebc-a8c503d8efff · outbound

This paper cites Dropout: a simple way to prevent neural networks from overfit- ting,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Dropout: a simple way to prevent neural networks from overfit- ting,

Reference 26

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b7bf7b3a-04ed-4407-bf2d-83cc9604b868 · outbound

This paper cites BERT busters: Outlier dimensions that disrupt transformers,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation BERT busters: Outlier dimensions that disrupt transformers,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.946208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.505999Z digest=sha256:824425427b852efa01a3979b247daf305431d4d58e7f9b66fa3ab6b67e8f21be

Observation d814395c-5a92-4302-9b4e-75d6ab078282 · outbound

This paper cites Outlier Dimen- sions that Disrupt Transformers are Driven by Frequency,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Outlier Dimen- sions that Disrupt Transformers are Driven by Frequency,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.937313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 273fa4f3-be0a-4dee-9bf2-674d2811f99d · outbound

This paper cites Outlier weighed layerwise sparsity (OWL): a missing secret sauce for pruning LLMs to high sparsity,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Outlier weighed layerwise sparsity (OWL): a missing secret sauce for pruning LLMs to high sparsity,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.928362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.512035Z digest=sha256:c644f5e5abcf439c1dac93338f90945dbbdfd3251da072acc7862b2bb3b124c2

Observation a6081797-95d2-49fc-98f4-fe264ff82b54 · outbound

This paper cites Learning n:m fine-grained structured sparse neural networks from scratch,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Learning n:m fine-grained structured sparse neural networks from scratch,

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4676f095-9456-408a-a51f-bb62ecb9fc95 · outbound

This paper cites Structured Pruning Learns Compact and Accurate Models,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Structured Pruning Learns Compact and Accurate Models,

Reference 31

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.518753Z digest=sha256:a4a1c18668183bdb45f8eeb83a3def55882b83c6286855028f82d355fbb56676

Observation 0afccf73-acdf-463d-811e-f6a0f8e5b267 · outbound

This paper cites Completely derandomized self- adaptation in evolution strategies,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Completely derandomized self- adaptation in evolution strategies,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T22:15:10.521586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.521586Z digest=sha256:55533a90c510dcd41a437ed302f22d3565e50426dd028fe208a2ab0dc7daf5c9

Observation ce537473-0a55-4b03-b726-2e79d4d79f2e · outbound

This paper cites Open llm leaderboard,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Open llm leaderboard,

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.524508Z digest=sha256:0a9595a3c785e056ad1bbe4580c930fe52ef776364ff492983387facd748f57f

Observation 2ce9f17c-b6f0-4a14-934b-756bda1b0f79 · outbound

This paper cites Mistral 7B.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Mistral 7B

Reference 34

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source=pdf_text observed=2026-08-15T22:15:10.527494Z digest=sha256:8f239546fe4c3e27c3650ec9b7da1ff4640d353268185f09dadced4311acf092

Observation e9b35433-4f5d-4039-8ac4-f7d50fd69e9c · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 35

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source=pdf_text observed=2026-08-15T22:15:10.531154Z digest=sha256:ab9dcb0f1cbc158b61aae8ddee295b7e73b62b49d02b32b48556d8b1c1add83f

Observation 5eb0e630-1326-4f2e-b9a6-fe05887c1f7d · outbound

This paper cites Hellaswag: Can a machine really finish your sentence?.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Hellaswag: Can a machine really finish your sentence?

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.534736Z digest=sha256:f0a0a6900fa26b8098636fbad666226626969ec057c5851230c5a2f62925a286

Observation deed67e1-f0bc-49b9-b811-ff42eacaa4c4 · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.537584Z digest=sha256:9297516d611b2fd8ae51e18ee43816ad7e9bd3a3042e1fc8200fd1762dee3b23

Observation d665f01a-2b99-4740-925f-0266d09a0196 · outbound

This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation TruthfulQA: Measuring How Models Mimic Human Falsehoods,

Reference 38

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raw_fallback, observed 2026-08-15T22:15:10.879012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.540690Z digest=sha256:cbd4924ba0acfbefc6016581a5e773fc251579e1e52a61bdaf09ea1e40e5f452

Observation ccb4d6f6-34b2-4bf6-8963-265f5ce214e4 · outbound

This paper cites Winogrande: An adversarial winograd schema challenge at scale,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Winogrande: An adversarial winograd schema challenge at scale,

Reference 39

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.543548Z digest=sha256:33d0025a535d93df1e8389b1e1f8bda7cc7cce698c0912b4f16cb8b1dbe96720

Observation c2d450a1-c59b-4896-92ad-e62b832b5209 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Training Verifiers to Solve Math Word Problems

Reference 40

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.546381Z digest=sha256:4587255496c3355f8595ccd30c5c17285d38c5e1e1a6360c4f3a330c62f56e85

Observation 87aaa833-0cfa-4eb8-a043-175a13b2224a · outbound

This paper cites Open llm leaderboard v2,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Open llm leaderboard v2,

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.549826Z digest=sha256:e38d447b4b362ddc13c0e3603bb133478f21f219bc99f6bd57bb383f231cccaf

Observation ed13bfe8-1d4a-442f-8d47-5c36c926679f · outbound

This paper cites Qwen2.5 Technical Report.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Qwen2.5 Technical Report

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.552765Z digest=sha256:8e15e09946424c7bb9f4e41df61bdb09dd204e9b3020a3c3b8c5e116ad7816ff

Observation 2172882c-f8c2-4cde-bc0a-562f40ecbc1c · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Instruction-Following Evaluation for Large Language Models

Reference 43

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source=pdf_text observed=2026-08-15T22:15:10.556645Z digest=sha256:12be72ba35cf483a4cfab51415c4cb6325684fad312f3fe9ccbfcaae8ffc0635

Observation 80ddd53f-2996-40ee-92c9-168f4ed89506 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.560113Z digest=sha256:e7cb77ba4701cea41c0057b7523668f9e06ea1c6e0b85077a883989a85d24984

Observation 1da6f259-d865-4987-bdf8-63f39a6a9d38 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Measuring Mathematical Problem Solving With the MATH Dataset

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.563052Z digest=sha256:9e287758a25f9746e287738959d83bab0e68a4565d992024f12fa61498c3370f

Observation 4e0db9cc-d7b3-47d6-8bba-b277fc33d1a3 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 46

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no resolver link, observed 2026-08-15T22:15:10.566224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.566224Z digest=sha256:80da0148b86aa1de7702ba58722ea637c788dd197ef799a1a3926b595a002228

Observation f1aa158d-0097-41b1-96dd-fb951a5b2eb6 · outbound

This paper cites MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.569632Z digest=sha256:e53c6af7a4028f9a79390a676500c1ec1df747e68c74b27be5e4104eed80829a

Observation 228e29ee-e8fb-43c5-ae5b-6f64d8591143 · outbound

This paper cites A framework for few-shot language model evaluation,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation A framework for few-shot language model evaluation,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.858759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.573135Z digest=sha256:f415cab56fb8f3c00daa58958dbbb41e21343410ca356c604e9235d259d074c8

Observation 75f44b2a-a4db-4160-b60a-8af9ec370414 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 49

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.576426Z digest=sha256:d402b9cdc76ed800365c2e14824915b1ae7a0d0c5122d77f7e2136c234eefb5c

Observation 4dd9137f-af3c-4a29-b435-060217069308 · outbound

This paper cites Language models are unsupervised multitask learn- ers,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Language models are unsupervised multitask learn- ers,

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T22:15:10.580334Z digest=sha256:0cba5a7f8375150c27acd8c1c0c8dd3b6d363de4e666a38b9fb092c7346113d7

Observation 4aeef558-3112-44b1-a84a-66530f9cd88e · outbound

This paper cites Glue: A multi-task benchmark and analysis platform for natural lan- guage understanding,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Glue: A multi-task benchmark and analysis platform for natural lan- guage understanding,

Reference 51

Resolution
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raw_fallback, observed 2026-08-15T22:15:10.844608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.583436Z digest=sha256:ab06e719536591108c72a03cde55f6d466416456eda26fadbf07119fa1c3c5ff

Observation 31737bd9-1668-4e57-b10b-1956d422a22d · outbound

This paper cites Neural network accept- ability judgments,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Neural network accept- ability judgments,

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.586427Z digest=sha256:224e36a31ef575f3c92ce7e496acf752c6b564e7816acefe8ca3fe9acba60239

Observation 3eaa67e6-73e0-4a7e-a12c-01c9a3f1d895 · outbound

This paper cites The repeval 2017 shared task: Multi-genre natural language inference with sentence representations,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation The repeval 2017 shared task: Multi-genre natural language inference with sentence representations,

Reference 53

Resolution
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raw_fallback, observed 2026-08-15T22:15:10.829691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.589845Z digest=sha256:3381ba994b67a4f1ae5fe36d96800787619b3dbf6bb78678c4ade25bc9675cdb

Observation d9e136dc-9025-47f9-9d3c-2878781823fb · outbound

This paper cites Automatically constructing a corpus of sen- tential paraphrases,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Automatically constructing a corpus of sen- tential paraphrases,

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.592859Z digest=sha256:29ba7cc24998dcc87fdb53456eecfbaf7f5a7e7ed69f59dc0e1a3eecf2fc5a48

Observation 148bd1f9-0c4d-49aa-ab5c-8e5184defb58 · outbound

This paper cites The pascal recognising textual entailment challenge,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation The pascal recognising textual entailment challenge,

Reference 55

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no resolver link, observed 2026-08-15T22:15:10.595713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.595713Z digest=sha256:02ab07a44a80cc2750d8206e89103f79a8c228cb13e9d14d9ea1bd9fc6945c05

Observation afdf93a2-58db-479d-b177-96b2488882c8 · outbound

This paper cites The second pascal recognising textual entailment challenge,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation The second pascal recognising textual entailment challenge,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.811245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.598464Z digest=sha256:88ace17987c5be2b05559e580da2c17e0d9f31a2fba457944dca53514e67ce3e

Observation 9a8eb261-5999-4111-b7bc-62b0f7e6d612 · outbound

This paper cites The third pascal recognizing textual entailment challenge,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation The third pascal recognizing textual entailment challenge,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.802140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.601496Z digest=sha256:4195af198b6f8404882aafb574453bf8d1ac29f80097475905cebcddf049882d

Observation e74b9a3d-a32d-4235-bf72-21765cb5b658 · outbound

This paper cites The fifth pascal recognizing textual entailment challenge.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation The fifth pascal recognizing textual entailment challenge

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.792766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.605149Z digest=sha256:2f88f55d36cb19cbb11346ae6e8d3e4a83c145855ead802bda0ebf7a8d9e7ed4

Observation 625257d9-280b-4546-b737-772daa097f6d · outbound

This paper cites Recursive deep models for semantic compositionality over a sentiment treebank,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Recursive deep models for semantic compositionality over a sentiment treebank,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.783030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.608323Z digest=sha256:af66c9d98ce40a18eb43b27d01b291d4c09e9545f1334aac312b836f5513d978

Observation 710cddaa-ff76-4611-b56c-726f1fed4455 · outbound

This paper cites Race: Large-scale reading comprehension dataset from examinations,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Race: Large-scale reading comprehension dataset from examinations,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.772999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.611225Z digest=sha256:24766942c7100bc34418bf92fd4836c640dc45931ed18e8c7d9db0f36032e9c9

Observation 6073d17a-f7a1-4149-af05-235cbaac1d54 · outbound

This paper cites SQuAD: 100,000+ Questions for Machine Comprehension of Text.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation SQuAD: 100,000+ Questions for Machine Comprehension of Text

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-15T22:15:10.614023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.614023Z digest=sha256:1350eb19caa3e137742f0c388057d6ecda2a5ae92e3ceb1b0791a28c93b9749d

Observation 2a85a1e8-74f5-4430-932d-0173c201d876 · outbound

This paper cites FusionBench: A Unified Library and Comprehensive Benchmark for Deep Model Fusion,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation FusionBench: A Unified Library and Comprehensive Benchmark for Deep Model Fusion,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.763697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.617230Z digest=sha256:80940e907a0eeed4775e4a432b8b26e8b6e1fa36b27bad24f66b94b1aa1a85a1

Observation 277cd47c-cfc3-4aab-b5e1-b859e7e04648 · outbound

This paper cites raids-lab/crater,.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation raids-lab/crater,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:15:10.753732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.620025Z digest=sha256:28f1cd96e52b1cf900b2a401ec12c39be6581f439716ea3389b0b4e4f12916c0

Observation b82bc893-8092-410d-b2c9-1e461c81420d · outbound

This paper cites Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

Reference 64

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unresolved
no resolver link, observed 2026-08-15T22:15:10.622938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:15:10.622938Z digest=sha256:d953936f1fe858e1e1ac0bbd97ad8cb9e4fd09f13d57e0c49772df45ee8118f7

Observation afade97b-e1f6-4daf-b251-2769d61c251b · outbound

This paper cites an unresolved cited work.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Unresolved cited work

Reference 2018

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unresolved
raw_fallback, observed 2026-08-15T22:15:11.008474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:15:10.481032Z digest=sha256:fa33642d32a6a4379bbb86fbc346e3b80263b97a86a5d4cabc68dca9a10df94c

Pith citing papers

No inbound Pith citation observations are available.