A recovery in European markets also helped the Sensex to climb to a high of 16,754.
The BSE benchmark index finally ended up 242 points at 16,709.
The Nifty reclaimed the 5,000-mark and ended up 72 points at 5,013.
European bourses recovered after opening in the red. CAC was up 1.3% at 2,934.
"We hope that the RBI pauses in the current cycle and reflects on alternate means to address this issue.
"It is important to observe this as part of a larger picture and identify specific pressure points in the economy.
"The fear that inflation is becoming systemic now is quite real," said Anis Chakravarty, Director Deloitte Haskins & Sells.
In other news, the Rupee recovered to 47.78 against the dollar. It had fallen to its weakest level in nearly 2 years on Tuesday, as worries Europe could be heading for another banking crisis rattled global markets.
The IT index surged 4.5% to 5,084. BSE metal, banks and oil & gas stocks also rose smartly. Infosys gained 5.7% to Rs 2,353.
Wipro and TCS gained 2-4% each.
Among other gainers were Jaiprakash Associates, Jindal Steel. Hindustan Unilever, HDFC Bank and Hindalco. Reliance advanced 1.7% to Rs 825.
However, capital goods index remained weak and ended down 0.3% at 12,102. Tata Power, Larsen & Toubro, Cipla and Bharti Airtel shed 1-2% each.
Stocks of airline companies shed on reports that the oil marketing companies are planning to hike aviation turbine fuel prices by around Rs 1,250 a kilolitre (kl) from the current Rs 56,260 a kl in Delhi.
Jet Airways and SpiceJet shares dropped 1-3% each.
Retail stocks dipped lower as government deferred the approval for foreign direct investment in the retail sector.
A lack of political will is seen as the main reason for the government not taking up the proposal actively, even two months after the in-principle nod by the CoS.
Among individual stocks, Pantaloons Retail, Brandhouse Retail, Store One Retail and Trend slipped 1-8%.
BSE market breadth was positive. Out of 2,912 stocks traded, 1,527 advanced while 1,268 declined in trades.
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