Benchmark Almanac

LiveSports-3K

Seed2.0 Lite (0428) 78.1% leads since Apr 2026 Fading

Video models give real-time commentary and answer questions on sports clips. An LLM judge scores the free-form commentary.

Introduced with the LiveCC model at CVPR 2025. The ByteDance affiliation is inferred from the author list.

Made by Chen et al. (LiveCC team, NUS Show Lab and ByteDance) Released Apr 2025 Video captioning Last in a launch post Apr 2026 , dropped before it saturated Last model added Jun 2026
Level
Everyday Most adults, without training
Scored
Graded by a model A language model scores each response, usually against a rubric.
Answers
Open-ended Free-form text, documents, designs or media judged as a whole.
4
Models scored in lab cards
2
Launch posts list it, from 1 lab
3
System cards report it, from 1 lab

Seed2.0 Lite (0428) leads with 78.1% among models released by Jun 2026

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

The newest model with a score here came out in Jun 2026, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

  1. 1 Seed2.0 Lite (0428) 78.1%
  2. 2 Seed2.0 Pro 78%
  3. 3 Seed1.8 77.5%
  4. 4 Seed2.1 Pro 76.8%
#ModelScoreSettingDateSource
1 Seed2.0 Lite (0428) 78.1% Apr 2026 Model card
2 Seed2.0 Pro 78% Feb 2026 Model card
3 Seed1.8 77.5% Dec 2025 Model card
4 Seed2.1 Pro 76.8% Jun 2026 Model card

3 models have held number one since its release in Apr 2025

Lab claims count from the day the card came out, independent runs from the model’s release.

ByteDance Seed
Lab claims Not tested since Jun 2026

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.0 Lite (0428) Seed2.0 Pro 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.0 Lite (0428)

Labs headline it less often now, last in Apr 2026

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

ByteDance Seed
DateLaunch postScoreAs the post writes it
28 Apr 2026 Seed2.0 Lite (0428) 78.1 LiveSports-3K
18 Dec 2025 Seed1.8 77.5 LiveSports-3K

3 system cards report it, from 1 lab

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
23 Jun 2026 Seed2.1 Pro model card 76.8 LiveSports-3K (Table 10) Capabilities
21 Mar 2026 Seed1.8 model card 77.5 LiveSports-3K (Table 3) Capabilities
14 Feb 2026 Seed2.0 Pro model card 78 LiveSports-3K (Table 9) Capabilities

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