Update README.md

README.md

@@ -54,17 +54,17 @@ The corpus contains approx. 19 billion tokens. In comparison, the "Pile of Law"
 
 | Corpus                            | Corpus alias         | Documents | Tokens | Pct.   | Sampl. (a=0.5) | Sampl. (a=0.2) |
 |-----------------------------------|----------------------|-----------|--------|--------|----------------|----------------|
-| :eu: EU Legislation               | `eu-legislation`     | 93.7K     | 233.7M | 1.2%   | 5.0%           | 8.0%           |
-| :eu: EU Court Decisions           | `eu-court-cases`     | 29.8K     | 178.5M | 0.9%   | 4.3%           | 7.6%           |
-| :eu: ECtHR Decisions              | `ecthr-cases`        | 12.5K     | 78.5M  | 0.4%   | 2.9%           | 6.5%           |
-| :uk: UK Legislation               | `uk-legislation`     | 52.5K     | 143.6M | 0.7%   | 3.9%           | 7.3%           |
-| :uk: UK Court Decisions           | `uk-court-cases`     | 47K       | 368.4M | 1.9%   | 6.2%           | 8.8%           |
-| :india: Indian Court Decisions    | `indian-court-cases` | 34.8K     | 111.6M | 0.6%   | 3.4%           | 6.9%           |
-| :canada: Canadian Legislation     | `canada-legislation` | 6K        | 33.5M  | 0.2%   | 1.9%           | 5.5%           |
-| :canada: Canadian Court Decisions | `canadian_decisions` | 11.3K     | 33.1M  | 0.2%   | 1.8%           | 5.4%           |
-| :us: U.S. Court Decisions [1]     | `court-listener`     | 4.6M      | 11.4B  | 59.2%  | 34.7%          | 17.5%          |
-| :us: U.S. Legislation             | `us-legislation`     | 518       | 1.4B   | 7.4%   | 12.3%          | 11.5%          |
-| :us: U.S. Contracts               | `us-contracts`       | 622K      | 5.3B   | 27.3%  | 23.6%          | 15.0%          |
+|  EU Legislation               | `eu-legislation`     | 93.7K     | 233.7M | 1.2%   | 5.0%           | 8.0%           |
+| EU Court Decisions           | `eu-court-cases`     | 29.8K     | 178.5M | 0.9%   | 4.3%           | 7.6%           |
+| ECtHR Decisions              | `ecthr-cases`        | 12.5K     | 78.5M  | 0.4%   | 2.9%           | 6.5%           |
+| UK Legislation               | `uk-legislation`     | 52.5K     | 143.6M | 0.7%   | 3.9%           | 7.3%           |
+| UK Court Decisions           | `uk-court-cases`     | 47K       | 368.4M | 1.9%   | 6.2%           | 8.8%           |
+| Indian Court Decisions    | `indian-court-cases` | 34.8K     | 111.6M | 0.6%   | 3.4%           | 6.9%           |
+| Canadian Legislation     | `canadian-legislation` | 6K        | 33.5M  | 0.2%   | 1.9%           | 5.5%           |
+| Canadian Court Decisions | `canadian-court-cases` | 11.3K     | 33.1M  | 0.2%   | 1.8%           | 5.4%           |
+| U.S. Court Decisions [1]     | `court-listener`     | 4.6M      | 11.4B  | 59.2%  | 34.7%          | 17.5%          |
+| U.S. Legislation             | `us-legislation`     | 518       | 1.4B   | 7.4%   | 12.3%          | 11.5%          |
+| U.S. Contracts               | `us-contracts`       | 622K      | 5.3B   | 27.3%  | 23.6%          | 15.0%          |
 | Total                             | `lexlms/lexfiles`    | 5.8M      | 18.8B  | 100%   | 100%           | 100%           |
 
 [1] We consider only U.S. Court Decisions from 1965 onwards (cf. post Civil Rights Act), as a hard threshold for cases relying on severely out-dated and in many cases harmful law standards. The rest of the corpora include more recent documents.
@@ -75,7 +75,7 @@ Additional corpora not considered for pre-training, since they do not represent
 
 | Corpus                                 | Corpus alias           | Documents | Tokens | 
 |----------------------------------------|------------------------|-----------|--------|
-| :world_map: Legal web pages from C4    | `legal-c4`             | 284K      | 340M   |
+| Legal web pages from C4    | `legal-c4`             | 284K      | 340M   |
 
 
 ### Citation