GPT-4o
arXiv:2611.13058v1 Announce Type: new Abstract: Commercial language model APIs bill per token, so a tokenizer that needs more tokens for the same content in one language makes that language more expensive, slower, and able to fit less text in a fixed context window. We measure this disparity for nine public tokenizers, including those of GPT-4, GPT-4o, Qwen2
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- First observed in our collection
- Oct 12, 2026, 5:30 AM UTC
- Earliest cited publication
- Oct 11, 2026, 5:18 AM UTC
- Last observed
- Nov 11, 2026, 10:55 AM UTC
Evidence in the last complete seven days
- Source mentions
- 2 Previous seven days 0
- Distinct sources
- 1 Previous 0
- Comparable growth
- Not comparable
- Ranking appearances
- 0
Collection observations and undated records are separate from dated publication counts. Observed in 7d:2 · Undated records:0
Collection coverage · Comparable windowsCurrent / previous observed days 7 / 7
Counts use complete UTC days. First observed means first seen by this collection, not when a term was coined.
Current window:2026-11-05 → 2026-11-12 (end excluded) · History 24 days
| Source | Current days | Previous days | Last success |
|---|---|---|---|
| arXiv | 7 | 6 | Nov 12, 2026, 1:30 AM UTC |
| arXiv | 7 | 7 | Nov 11, 2026, 10:56 AM UTC |
| Ask HN | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| Ask HN | 7 | 7 | Nov 12, 2026, 2:15 AM UTC |
| Ask HN | 7 | 7 | Nov 12, 2026, 2:15 AM UTC |
| Ask HN | 7 | 7 | Nov 12, 2026, 2:15 AM UTC |
| GitHub | 7 | 7 | Nov 11, 2026, 5:01 PM UTC |
| GitHub Issues | 7 | 7 | Nov 11, 2026, 5:15 PM UTC |
| GitHub Releases | 7 | 7 | Nov 12, 2026, 2:15 AM UTC |
| GitHub | 7 | 7 | Nov 11, 2026, 5:01 PM UTC |
| GitHub Issues | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| GitHub Releases | 7 | 7 | Nov 11, 2026, 7:00 PM UTC |
| GitHub | 7 | 7 | Nov 11, 2026, 5:01 PM UTC |
| GitHub Issues | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| GitHub Releases | 7 | 7 | Nov 11, 2026, 7:00 PM UTC |
| GitHub Discovery | 7 | 0 | Nov 12, 2026, 2:15 AM UTC |
| GitHub Trending | 7 | 7 | Nov 11, 2026, 9:45 PM UTC |
| 7 | 7 | Nov 11, 2026, 9:15 AM UTC | |
| Hugging Face | 7 | 7 | Nov 11, 2026, 9:15 AM UTC |
| Hugging Face Spaces | 7 | 0 | Nov 12, 2026, 1:30 AM UTC |
| Hacker News | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| Hacker News | 7 | 7 | Nov 12, 2026, 2:15 AM UTC |
| Hacker News | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| Hacker News | 7 | 0 | Nov 12, 2026, 2:15 AM UTC |
| Show HN | 7 | 0 | Nov 12, 2026, 2:15 AM UTC |
| MIT News | 6 | 7 | Nov 12, 2026, 12:45 AM UTC |
| OpenAI | 7 | 7 | Nov 11, 2026, 12:30 PM UTC |
| Product Hunt | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| 量子位 | 5 | 7 | Nov 11, 2026, 12:00 PM UTC |
| OpenRouter | 7 | 0 | Nov 12, 2026, 2:30 AM UTC |
| GitHub Trending | 7 | 7 | Nov 11, 2026, 9:45 PM UTC |
| Hugging Face Models | 7 | 0 | Nov 12, 2026, 2:30 AM UTC |
| HF Daily Papers | 7 | 0 | Nov 12, 2026, 2:25 AM UTC |
| OpenRouter | 7 | 0 | Nov 12, 2026, 2:30 AM UTC |
| Product Hunt | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| SEC EDGAR | 7 | 7 | Nov 12, 2026, 12:15 AM UTC |
| Sequoia Capital | 7 | 7 | Nov 11, 2026, 7:30 AM UTC |
| Simon Willison | 7 | 0 | Nov 11, 2026, 4:30 PM UTC |
| TechCrunch | 7 | 7 | Nov 12, 2026, 12:15 AM UTC |
| Contracts Finder | 7 | 7 | Nov 11, 2026, 11:09 PM UTC |
| V2EX | 7 | 7 | Nov 12, 2026, 12:15 AM UTC |
- Counts describe monitored public sources, not the whole web or search demand.
Daily history · up to 90 days
Bars show dated source mentions. The latest UTC day may be incomplete. Zero mentions and missing collection coverage are different conditions.
Dotted markers indicate days with no record. They are not counted as zero mentions.
View accessible daily data
| UTC date | Mentions | Sources | Observations | Ranking appearances |
|---|---|---|---|---|
| 2026-10-11 | 1 | 1 | 0 | 0 |
| 2026-10-12 | 0 | 0 | 1 | 0 |
| 2026-10-13 · No record | — | — | — | — |
| 2026-10-14 · No record | — | — | — | — |
| 2026-10-15 · No record | — | — | — | — |
| 2026-10-16 · No record | — | — | — | — |
| 2026-10-17 · No record | — | — | — | — |
| 2026-10-18 · No record | — | — | — | — |
| 2026-10-19 · No record | — | — | — | — |
| 2026-10-20 · No record | — | — | — | — |
| 2026-10-21 · No record | — | — | — | — |
| 2026-10-22 · No record | — | — | — | — |
| 2026-10-23 · No record | — | — | — | — |
| 2026-10-24 · No record | — | — | — | — |
| 2026-10-25 · No record | — | — | — | — |
| 2026-10-26 · No record | — | — | — | — |
| 2026-10-27 | 1 | 1 | 0 | 0 |
| 2026-10-28 | 0 | 0 | 1 | 0 |
| 2026-10-29 | 0 | 0 | 0 | 0 |
| 2026-10-30 | 0 | 0 | 0 | 0 |
| 2026-10-31 | 0 | 0 | 0 | 0 |
| 2026-11-01 | 0 | 0 | 0 | 0 |
| 2026-11-02 | 0 | 0 | 0 | 0 |
| 2026-11-03 | 0 | 0 | 0 | 0 |
| 2026-11-04 | 0 | 0 | 0 | 0 |
| 2026-11-05 | 0 | 0 | 0 | 0 |
| 2026-11-06 | 0 | 0 | 0 | 0 |
| 2026-11-07 | 0 | 0 | 0 | 0 |
| 2026-11-08 | 0 | 0 | 0 | 0 |
| 2026-11-09 | 0 | 0 | 0 | 0 |
| 2026-11-10 | 0 | 0 | 0 | 0 |
| 2026-11-11 | 2 | 1 | 2 | 0 |
| 2026-11-12 | 0 | 0 | 0 | 0 |
Source evidence
Sources in the evidence shown:arXiv 2 · TechCrunch 1 · 量子位 1
arXiv · Published Nov 11, 2026
The Indic Token Tax in 2026: Measuring Tokenizer. Disparity and Its Cost for the Languages of India
arXiv:2611.13058v1 Announce Type: new Abstract: Commercial language model APIs bill per token, so a tokenizer that needs more tokens for the same content in one language makes that language more expensive, slower, and able to fit less text in a fixed context window. We measure this disparity for nine public tokenizers, including those of GPT-4, GPT-4o, Qwen2
View source record →arXiv · Published Nov 11, 2026
A Multi-Word Tokenizer for 204 Languages That Needs Fewer Tokens Than GPT-4o's, Including on English
arXiv:2611.13059v1 Announce Type: new Abstract: Languages of India need 1.6 to 14 times as many tokens as English on GPT-4o's tokenizer for the same content, which makes them more expensive and slower to serve. We train tokenizers from scratch on human-written text in about 200 languages. Havon v3 is a byte-level BPE tokenizer with 262,144 tokens and a pre-t
View source record →TechCrunch · Published Oct 27, 2026
Parents sue OpenAI, alleging GPT-4o coached their daughter off seizure medication
A family is suing OpenAI, saying ChatGPT coached their daughter to quietly taper off her seizure medication and keep it from her doctors before she died in February.
View source record →量子位 · Published Oct 11, 2026
下架8个月,GPT-4o的拯救行动居然还在继续
View source record →
Review priority 42 / 100
This score orders research candidates. It is not search volume, a forecast or verified commercial demand.
Evidence
12.7 / 30Distinct dated articles or first observations; repeat crawling adds nothing.
Publisher diversity
8 / 25Conservative owner grouping; syndicated copies count once.
Comparable change
0 / 20Comparable complete weeks only; no percentage from a zero baseline.
Recent evidence
14.1 / 15Latest publication or first observation, not repeated fetch time.
Name specificity
7.2 / 10Explicit entities and technical concepts outrank ambiguous acronyms.
Limitations and interpretation
- First observation is a collection milestone, not proof that a word or product is new to the world.
- Counts describe monitored public sources, not the whole web or search demand.
- First observed here is not the invention date of a name or idea.
- Candidates come from public titles, summaries and entity URLs, not verified full-text analysis.
- Owner grouping is conservative; undisclosed syndication may remain.
- The previous week is too small for a reliable percentage change.
- Current evidence comes from one publisher or owner.